{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.set(style=\"ticks\")\n",
    "np.random.seed(sum(map(ord, \"axis_grids\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = sns.load_dataset(\"tips\")\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KjY2NEXsPHTqkRYsWad26dZo7d67WrVun733vezp8+PCUhQcAAJhqyXY2d3V1aWhoSB6P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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d5404eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DwhEAAIAB4QgAAMCAcAQAAGBAOAIAADAgHAEAABgQjgAAAAwIRwAAAAaEIwAAAAPCEQAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d54f7208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"time\")\n",
    "g.map(plt.hist, \"tip\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w7/H46KOPYrPZmj0nLy9PJp+LPhMZZqWk0tlqnuOg8ARmj5123Ofv6qIcIYQQ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\n6XgNL26fh3pPPSmRSYRbQuQ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x2Exk56SiNLDbTA1lgHTmXDSGPQX7OFT1LZhdKMOgcWKk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\niIiIiILGYpKIiIiIgvb/Jvvb8lHuWggAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d6d624a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"sex\", hue=\"smoker\")\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", alpha=.7)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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k5CAzM7PB+wEBAY4XS0RtBvsI1yDG4CCmmrjR888XFBQEABg6dGiz22ixYGU9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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d8446320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, row=\"smoker\", col=\"time\", margin_titles=True)\n",
    "g.map(sns.regplot, \"size\", \"total_bill\", color=\".1\", fit_reg=False, x_jitter=.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Hwp6/UFpcLpf33y1bttTcuXM1Z84czZkzR5GRkXrmmWd09dVXl1k9AAAAAM4w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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d586c6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"day\", size=4, aspect=.5)\n",
    "g.map(sns.barplot, \"sex\", \"total_bill\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CategoricalIndex(['Sat', 'Sun', 'Thur', 'Fri'], categories=['Thur', 'Fri', 'Sat', 'Sun'], ordered=False, dtype='category')\n"
     ]
    },
    {
     "data": {
      "image/png": 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3Y2JiNGXKlAbtHwDciHAJIGh89NFHiomJsYOl9OUnxVu3bm3fHz58uN5//30tWrRI+/bt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d82c0d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas import Categorical\n",
    "ordered_days = tips.day.value_counts().index\n",
    "print (ordered_days)\n",
    "ordered_days = Categorical(['Thur', 'Fri', 'Sat', 'Sun'])\n",
    "g = sns.FacetGrid(tips, row=\"day\", row_order=ordered_days,\n",
    "                  size=1.7, aspect=4,)\n",
    "g.map(sns.boxplot, \"total_bill\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uJj0wwZ8zj8cDWZZD8wREUURGRsai/5y5XC784ZVX0DV0Hs7x0bDHpEkS/u7v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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d5a56a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pal = dict(Lunch=\"seagreen\", Dinner=\"gray\")\n",
    "g = sns.FacetGrid(tips, hue=\"time\", palette=pal, size=5)\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", s=50, alpha=.7, linewidth=.5, edgecolor=\"white\")\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pdeHI2JVjn1J3oiV2L5KvYxFEpGLuniKu1Wrx2sihyD+63aHH5x/dhtdHDXNbAsMPb9ew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\nKoIIIYQQ4pWoCCKEEEKIV/r/3C+XVUinKT8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d560c6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, hue=\"sex\", palette=\"Set1\", size=5, hue_kws={\"marker\": [\"^\", \"v\"]})\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", s=100, linewidth=.5, edgecolor=\"white\")\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ThARpoC3TY/iQLoge0xNGowAvLxn2HDhldU7Xd6SFq8uOq48vFeXl5WjZsqXV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\n9AgrbiIiIj3CipuIiEiP/D8twH+zZ21PwgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d5745da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"white\"):\n",
    "    g = sns.FacetGrid(tips, row=\"sex\", col=\"smoker\", margin_titles=True, size=2.5)\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", color=\"#334488\", edgecolor=\"white\", lw=.5);\n",
    "g.set_axis_labels(\"Total bill (US Dollars)\", \"Tip\");\n",
    "g.set(xticks=[10, 30, 50], yticks=[2, 6, 10]);\n",
    "g.fig.subplots_adjust(wspace=.02, hspace=.02);\n",
    "#g.fig.subplots_adjust(left  = 0.125,right = 0.5,bottom = 0.1,top = 0.9, wspace=.02, hspace=.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9PV2pTRP1GIuukdqEKk/KU/SoO6229oDX6Wx3ia5Xah1iz/wkInUJZsxJG2hB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+dP0dHRcDh8Uzj9aWhowIkTJwT/6+rqQk+Pb8qgEKEUR++K4kr0k6q8stpnG06nbxL6QPcjlkDZ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TUlJgMpnQ09MDo9GI0aNH48MPP4xIZ/WAyZDhF0wKo54TVvXct0TAGg3PPhipNjLTkwFJ8rgW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\nERERWQAX4EREREREREQW8P8M9E5SMmTybwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d605d080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "g = sns.PairGrid(iris)\n",
    "g.map(plt.scatter);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yzEdS89WMrHRUWY77nL+8f89m78aJM52w2hxwuYCUIXEYN2oI875p0PB1jPaO\nz5iYaPz8R1l9xpmb3HkFgAGdayg5X/HVNiPdFPCxaYUqC/CoqKiA5ngvW7YMVVVVeOONN9De3o5f\n/vKXGDVqFO68805R2/r6erz88su48sorPduSkpICNhYKnoEWgANYBI4ii7/520rIFVoqKbcIFt8A\n0N7pQHuXHe+9cKvf/Zuzx3DBTRSG3Lf66c27wBMAOLpdSIyPlVxMe89X/swFasxzROHK1zHaOz5b\n2qyotDQpqo0gF28DjUElcSzXVq2xaYEqC/Abb7wRmzdvxuOPPz7gvs6ePYvNmzdjw4YNmDJlCgDg\n/vvvx65du0QLcJvNhiNHjmDKlClISUkZ8L4ptAZSAA5gETgif8gXQJEuoBaOxU6ISDm1CjQRkf94\njI5MqizAhw0bhjfeeAPbt2/HuHHjRN9AFhUV+d3X119/DZPJhCuuuMKz7YEHHpBse+jQIeh0OmRk\nZPRv4KQ5LABHFFi1jWc832wlmwyiPE43uQJqcsVOvPsN18vCiKhHoAo0ueeGY83ncPacFUMSDRjx\ngwTRHOFrDuH8QoOVfJEy6WN0THQUikqqBhQrSuKtYkcDSsot6LR2w2iIRn5Ols8rXRjLPVRZgH/z\nzTeYOnUqAODEiRMD6quxsRGjRo3CX//6V6xZswZ2ux233347CgoKoPPKfairq0NiYiIWLlyIyspK\njBgxAo888giuvfbaAY2BiCgSSOWSuYua9P7UfHiyEReOTEKl5bioj8S4WL/6rW1oQeG87EF5YCWK\nBLnmTNQ2tAji2hQfK7oMPUoHzMhKl+xDam443WrFoaOtgjnC1xwCgPMLDVpScTg82Yh75kzEn7fU\nCI/nJgMamloFNRqUxoqS43nFjgasKNvpuY93p9WBFWU7AUinm/Bc4TxVFuBvvfVWwPrq6OjAd999\nh40bN6K4uBjNzc34zW9+g/j4eMybN0/Qtr6+HlarFddccw3mz5+PrVu3oqCgABs3bsTkyZP93ueJ\nEyfQ3Nws+ZjdbkdUlCrF44nIT4zR/pHKJWtpt+HiH6Zg8rgUQVGTRSs/l+xjW/URPJJ3WZ/9Nrd0\nYlNFLe/TO0gxRsOfVHGktg4b9hw8JWjndAGVlibJE26pucGt9xzhaw5x/1vud6l/GKPhQUmRMqn4\nVBorSo7nJeUWz+LbzekCSsr3+z0fDNZYVu1mrF1dXdiyZQvq6+tx//3348CBA8jMzMTQoco+4YiO\njsa5c+d+ewFzAAAgAElEQVTwyiuvID295xPW77//HqWlpaIF+IIFC5Cfnw+TyQQAuOiii7B3716U\nlZXh+eef93ufZWVlWLlypezjLOpGFFqM0f6Ryw3r7naJipo4up2SbaW2y/XLXLTBizEaGbyLIC1a\n+Zlku/7OAe7H+/P7nF8GhjEaPvwtUqY0PpW0ldoul4cud/9uniucp8oC/OTJk8jLy8OpU6dgs9kw\nd+5cvPHGG9i7dy9KSkoUVUhPTU2FwWDwLL4BYNy4cWhqapJs7158u40fPx51dXWKxp+Xlwez2Sz5\nWEFBAT8VJAoxxmj/yOWSSW2PiY6C3SFebMdEi59bJf3S4MAYjUxKY72vOcD9eH9+n/PLwDBGI08g\njsVK+pDLQzcapJeXPFc4T5UFeHFxMTIzM/H3v/8dV111FQDghRdewOOPP44XX3wRq1ev9ruvqVOn\nwmq14vDhwxg7diyAnlzvUaNGidoWFhZCp9Nh+fLlnm01NTWYMGGCovGnpqYiNTVV8rHYWHH+IxEF\nF2O0b1KFTnLNmdhd2yy6t/eMrHRR0Zbc6zNRuvVbUb/XTxstbivTr/uenTT4MEbDl9TcAcBTSE0f\nGwWb/fyHc8OTjbKxLpW/6qbTAV9ZjiP/uS24acYFsCSeEuSuAsDeulP40VXjUJsszoHl/DIwjNHw\n4W/hslxzJiyHTgu+Ue4dw/7INWfCUi+MxeREfU8se43jphkXoOyTbwWXoUfpgPycSbLnIFJ9S52D\nRHpOuCoL8C+//BKvv/46jEajZ9uQIUOwaNEi3HfffYr6GjduHK677jo89dRTWLx4MZqbm7F27Vo8\n/PDDAHq+bTeZTDAYDDCbzXjiiScwffp0TJs2DR988AGqq6uxdOnSgP59RERaJlfoZHb2GJzrEn5a\nfa7TgbX/s0eweO5d/Oi9bbWwdzsREx2F66eNxs4Dzf712+VAY1NbxB9EiSKJ1NxhOXQacLkEJ836\nmCiMSk2UrGbeW+/81aPN7Th7zoaoKB1OtnTC5QJsDidOt1pRuvVbxEt8a9Z6zoayT75F3uyL0HC8\nTZQDSxTpFBcuc7l8/+wPryLX0OnQ2NQmKvpWm9yCvNkX4R+Vh9FhdcBoiEF+ziRkpJskx3zPnImi\nvrudLvzp7/sGVDguHKmyAD937hzi4+MlH3M4pPMCfHnppZewbNky3H333TAajbj33ntx9913AwBm\nzpyJ4uJi3HbbbbjhhhuwePFirFq1Ck1NTfjhD3+IdevWYeTIkQP6e4iIwolsoZNtteJjMyBYfHva\n/qcoyl1zJnq2F5VU+d+vj0IsRKRNkoUaJfIzbQ4nRvwgwa/CSd55qvnPbZFs1yGTN+p0AR9XHkbJ\n4pv63BdRpFFSuGxTRa3oKpKWdpviImzeMd/SZkVJ+X6cbu0SjePw8VZs8IpNuXOFknKLqG/vuyr4\n+vsiiSoL8OzsbJSWlqKwsNCzzW63Y9WqVZg2bZri/hITE1FcXIzi4mLRYzU1NYKfc3NzkZubq3zQ\nREQRQq6giVxhNX/7UNqvXCEWItKmQBRr6otc4Sbfv8O5hAYnJYXLAlHkTK6tksJq8n34H/uRXphN\nlQX4okWLcPfdd6Oqqgp2ux1LlixBfX092tra8Oc//1mNXRIRhSV/c7uAnntulpRb0GnthtEQjfyc\nLMlvmOUKmsgVVpMi1YfSfo2GGMkxZ6Sb/P6biSh4lBRDio7WifI2G5vaPPEeGw2kDktAt9OFs+1W\nDEkwYMTwBMRGA9I3JpMnVdRJydxJFK6UFC7z1dbfeJHrw2iIkVyEKxmHXNE2JWMGEBFxr8oCfPz4\n8fif//kflJaWIjU1FU6nEzfffDPuuusujB49Wo1dEhGFHSW5XRU7GrCibKen2Emn1YEVZTsBQLQI\nn5GVji/3HBMVRpk2YTgqLcf7HFeUrqcPb1IFlYYnGzE7e4xkIZYrJqaKxvzquzthio8VXHY2GPK9\niMKBr6JpvSUn6tF4vF3wLdXu2mac63J40lE6AbR2nPU8frrVikPHWmGKly7w5T0v9HbFRGGxMMV5\nsURhSu54LnWMHpuWhC9wTLQ9MS7W73iR6yNz9BDs2N/l1zjkzhXumTNRlEeebDKIakwMTzb2FGbz\nox5FuMa9avcBT0tLw+OPP65W94OGzWbDrl27BtTH1KlTodfrAzQiIgoUJbldJeUWwYEP6MmNlMqz\nrrQ0SbatPdLi17icrp4+vPvtXVDJuxhSeko83izfLyjEIjVmQJzzNRjyvYjCQe8Y332wWXJBPCwp\nDqNTE7D74CnBdu9aEnLaOuz44eghONNqFRVuWrTyc8mrab6qOSH4WcncSRTO5I7nUsfojyu/k+xj\nW/URUVzJxYtcH9UHmv0eh69zhYx0k2g7ANE2f+tRhGvcB2wB3jvfuy9FRUWB2m3E27VrFx74zVsw\npfSvkFHbqQasXdqTl09E2qIkX0sud0rqci4186+8Cyq5mbPHiA7Cq9/fM+D9EVFwuWN80crPer5x\n8pKeEg9Hdz8qK/eij40WFW4C5NNZvOe5QOS6EoWDQJwnyNVpUasPQP5cQW6797Zg1KMIpYAtwI8c\nORKorsiLKWUMktN5v0uiSKMkt0sud0oqNzJQ+VcDFez9EVHgKJmfAtW3v/OcmmMj0pJAnCfIfbCl\nVh+BoKTfcIz7gC3A33rrLUXtrVYr/vrXvyIvLy9QQyAi0iypYiJyeVLuS7J6y8/JEuRTAz35V/k5\nk0RtfeVf/elD4W1ATPGxcLlcgstHe18WNhBSYwbcB/jzn7InJ+oDsj8iGjj3XHXs5DnoY6Jg63XS\nHROtQ1uHDbOvGCOaY6KjdOiWyjnx0nuO854Xb5pxgWQ9Ce95TsncSRTOcs2ZsNSfEuQ9yx0z83Oy\n8PuynYLbgup0QO71mfhkR4Pf5xqvvrtTPA4FfSjl7/mRXL54OMa9ajngfWlra8OSJUu4ACeiiOer\nYJBcnpQ39+Xd3nnWUlXQ5fKvAMD7ht0u7xt4S7TpL6kx3zRjLD768jvhZW46XUD2R0QDIzVXxcbo\n0N3tgtMFOLpd2HPwFJpOduCeORNRZTmOo83t+P5kO2x24bdj8YZojBpugsPpRGu7DUkJeowYnuCZ\n4yTnxeQW5M2+CP+oPOxznvOVY0oUcbyPkTLHzIx0ExLiYgQfqCfExSB7chqyJ6f5FS8Z6SZRQURT\nfKyiPpRQen4EiPPFwzHuQ7YAJyIaLPoqGCSVDyVFKs9ajlSeVVFJleCTY0C6cFJLuy1gRU28x+y+\nbZFgf23WsCyiQhRppOYqu0P8gVxzSycqLU0ozJ+OopIqHDrWKmpz6UWpPmNabl48fLxVMj/cm1wu\nKVEkcX8z3JvcMXNTRa3omN7e6VB0rrGpolZUfLGtw674fMVf/Tk/ioS4jwr1AIiIIp1WCgZpoaiJ\nVp4LIhLrzxzR35jmXEDUNyVxEoiYCnZcDtZ5gN+AExGpTM2CQVK5U3KXYyktalKxowEl5RZ0Wrth\nNEQjPyfL72/gffU70LER0cDIzRtK4rD++7O4fdHfZKsjN506h9rGM4rno5joKM+VMuF8iSlRf3jH\nZky09OXmySYD3tlSg03bauHodiImOgppQ+Nk2/or2MfowXpOEBbfgNtsNjz33HOYPn06Zs6ciVdf\nfVW2rcViwZ133olLL70Uc+fOxb59+4I4UiIisVxzJoYnGwXbAlE4xJ079cXuY7AcOo0vdh9D0YYd\nqG08I9l+bFqSX/1G6YDEuFisKNuJ061WdFodON1qxYqynajY0TCgMav1XBCRf3zNG1LxmWwyIDlR\nL+qny9YNu8MpWzLidKvV53wkt6+Gpla/5zSiSCIVm/XfnxWlfEfpgG6HE6Vbv/XEoN3hxJHmDhj1\nwqWd0uPrjKx0REnsb0ZWen//LJ8G6zlBWCzAly1bhn//+99444038NJLL2Hjxo3YuHGjqF1nZyfm\nz5+P7OxsbN68GZdeeikefPBBdHV1hWDUREQ93AWDrr5kJLLGDcNVl4xA4bzsAX+r4yt3SsrHld/5\n1a/TBWyrPiKqXu50ASXl+/szVA+1ngsi8o+veUMqPn/7ixn47f9/Ja6+ZCRM8bGK9uVrPpLaV0Za\noqhOha8+iCKJVGy2dzpEH3I5XUDV/uOSfdi7XQM6vlZamiSP/ZWWJr/7UGKwnhNo/hL0s2fPYvPm\nzdiwYQOmTJkCALj//vuxa9cu3HnnnYK2H374IYxGIxYuXAgAeOaZZ7B9+3Zs2bIFt912W9DHTkTk\npkbBIKW5U4LK432Qu6zU3/t6+8LiSUSh09e8IRefT+VnY9HKz2A5dDog+5Pa16KVnynugyhSKHmf\ny1150u10Dej4Goqc7MF4ThDSBbjk7W+8fP311zCZTLjiiis82x544AHJtrt378bll18u2DZt2jTs\n3LmTC3AiijhKc6d67r/t3wI6JjoKdod4EW40aP5zWyLyYSA5l/3Jy9Ry/imRlih5n+t00ovwmOiB\nXdzMGAyOkJ1JJSQk4LHHHuuzXWNjI0aNGoW//vWvWLNmDex2O26//XYUFBRA55UUceLECUyYMEGw\nLSUlBQcPHgzo2ImIlFKjoFmuORO1DS2CS9bcuVNSRZbyc7Kwomyn4PIynQ6Ii41Cp+38Yjs5UY+b\n/2scSrd+K9pnfs6kAY0ZUFY4jogCK9ecCcuh04JvtHrfY1eKe/5q77DLnvgDQFSUDs5eE4w+NgqH\nvj+L/Oe2YEiCQXAfcLmxyc1pROFIyfFO6v2fbDIALpcgNWN4shGXTRiOf1SJa7JMmzAc+c9tEZ1r\n+HsOkmvOhKX+lGB/yYl6xmCABWwBXlhY6HfboqIiGI1GFBQU9Nm2o6MD3333HTZu3Iji4mI0Nzfj\nN7/5DeLj4zFv3jxB266uLuj1wkIher0eNpswn4iIKJgqdjQIFr6dVgdWlO0EgAEtwt25U+9VHMSZ\nti7BSXTRhh2Cg3htQwsK52XjsbzL8Gb5fnRYHTAaYnDTjLH46Mvv0GnrdXmZTof0lHiY4mMF9wM1\nxcciI93U7/EC54vMSI2Ni3CiIPFeQfu4ItF7/nJLTtSjo8sBp9OJbldPF+7Fd3S0DjqXCza7E8dO\ndQDoKcp26Firz3iXm9M4N1A4Unq883VMl4qJlCFGvLetFvb/VEGfNmE4duw/LjrX2Fd/Cp/saPD/\nHMS76pv3zzRgAVuAHzlyJFBdCURHR+PcuXN45ZVXkJ7eU4Hv+++/R2lpqWgBbjAYRIttm82GuDjp\nsvxyTpw4gebmZsnH7HY7oqLConYdUcQKtxgtKbfIFjQb6LfgUrlTRSVVskWWCvOnC/bpvt1Pby1t\nVpSUWwSLbwBo67B7+ugvXwWgBtIvaUu4xehgsqmiVlTorKXdJhuDUvMXAERFReG9F25FUUkVvth9\nTPBYd7f8gr6veB+M+aChwBhVX3+Od75qMHi7a85E3DVnoufn/Oe2SJ5rbN3RIFnITeocxP1tfW8t\nbVYeowMsYAvwt956K1BdCaSmpsJgMHgW3wAwbtw4NDWJq/GlpaWJJpOTJ09i+PDhivZZVlaGlStX\nyj6elOTfrXyISB3hFqNyxc8CUdBMipIiKkoLtg20EEsoCrxQ8IVbjA4mgSre6J6/+hO7jPfQY4yq\nL9jHO7lYlbvAReochMfo4FAtB9zhcODUqVPo7u55M7hcLthsNuzZswc//vGP/e5n6tSpsFqtOHz4\nMMaOHQsAqKurw6hRoyTbrl27VrCturrar0vde8vLy4PZbJZ8rKCggJ8KEoVYuMWoXPEztQqaKSmi\norRgm1x7f/PcWOBlcAi3GB1M5GItJjrKc0VM7xjua/5SuzAbqYMxqr5gH+/kYlWuboPUOQiP0cGh\nytnf559/jkWLFuH0afGtKuLi4hQtwMeNG4frrrsOTz31FBYvXozm5masXbsWDz/8MICeb7hNJhMM\nBgNuuukmvPLKK1i+fDny8vJQWlqKzs5O3HzzzYrGn5qaitTUVMnHYmOV3QOTiAIv3GJUqvhZlC4w\nBc2kKClkJNdWrsDL2DTxtyJK8txYZGlwCLcYHUzkCj01NLUKLk13x3Bf89eMrHR8ueeYqLhjQlwM\n2jvFi4EoXc/vUGgxRtUX7OPdTTMukCyeOn1SmiA3HJA/BxmbloQvcExyOwWOKh9vvfLKK8jKysKa\nNWsQFxeHlStX4umnn0ZiYiJefPFFxf299NJLGDt2LO6++24UFhbi3nvvxd133w0AmDlzJj766CMA\nQGJiIlavXo2vvvoKd9xxB/bs2YO1a9cqzgEnIgokc/YYPJZ3GVKS4mA0xGBYUhwey7tswPnfctyF\nXK6+ZCSyxg3DVZeM6LPoi3fbr2qOS/b9ceVh0TZfeW4DGRsRBZ5UDGakJYrywt0x3Nf8VWlpEuWd\nulzAuFFDkJIkPv9yunp+hyjSBft4d/h4q+T26Jgov89BPq78TrIPqWM/9Z8q34AfPHgQy5cvx8SJ\nEzFp0iTEx8fj3nvvRXx8PNavX4/Zs2cr6i8xMRHFxcUoLi4WPVZTUyP4+eKLL8bmzZsHNH4iokAz\nZ49RbcEtRUkhI6m2SvLWleaMscgSUWh5x+CilZ9JtnPHsK/5Sy7Ou7tdSEuJx6nWLr9/hyjSBPN4\n5+tY7O85SLBr1gxWqnwDHh0dDZOp51Y1Y8eOxYEDBwAAV155Jerq6tTYJRERBZDREC2znTljRJFm\nIDHs63c5NxAFTyDiTcmxn/pPlWczMzMTFRUVuPfee3HhhRfi66+/Rn5+vmTlciIi6j+54mevle30\n3HpEpwNuyB6DR/Iu87tYmpK89XDN6/b3uaDwx9e6h/t5ONZ8DmfPWTEk0QBTfCw6uuyIidbB0ev2\nYf7GcF/x/823zejo9e1ZvCFG83MDaVe4xbLS8VbsaEBJuQWd1m4YDdHIz8ny++q5QByLfR37BzK2\n/gi311oJVRbg8+fPx6OPPorY2FjccssteO211zB//nx8++23uPLKK9XYJRHRoCNX/OzCkUmotJzP\n4Xa5gH9UNeBsuxX1R1v9KpbmPqi+Wb4fHVYHjIYY5OdMkjzYuvPc3qs4iDNtXWFxoFRSOI7CG1/r\nHlLPw+lW8SWrMdE6TBo3DD+/ZbJfz4+v+H9nS41g8Q0AHVYHduw7PqieewqMcItlpeOt2NEgWPx2\nWh1YUbYTAPxa6AbiWCx37AcwoLEpFW6vtVKqLMBnz56Nv/zlL4iOjsaIESOwbt06/OlPf8KsWbPw\n6KOPqrFLIhFntwMWi6Xfvz916lTo9foAjogosOSKn3lvc+u9KO/dflNFLQrzp4seU5K3Hm553b4K\nx0k9FxS++Fr3kHoepDi6XTDF6xWd5MrF/6Zt4kKM7u13zZnod/9EQPjFstLxlpRbRAUNnS6gpHx/\nUI/FUsf+/Oe2DHhsSoTba62Uahf0T548GQDQ0tKCSZMmYdWqVWrtikjSuZZjeLX0KEwpzYp/t+1U\nA9YuBbKzw2dBQYNPoAoZDcaCSEoLx1H44mvdQ8nfG6jnxtHtVLSdyJdwi2Wl49VyAbRgjy3cXmul\nVFuAr1u3Dm+++Saam3sWP6NHj8YDDzyAO++8U61dEomYUsYgOZ25ZhQZvPOhoqN1Aek3JjoKRSVV\nojyrcMy/8nfMahaHCsfnLZL19VpLvV4Awuo19Oc9p+S9XdvYgoodDZ5vtvrznq5tPCP7WEy0KjWA\nKcLJvYejo3WaPIYpPc4YDdGSC1qn04nbF/0Njm4nYqKjkHt9ZtCvIJEbW2yM9PnDQEV6AUdVFuCv\nv/46/vjHP+Lee+/FZZddBqfTia+//hrLly8HAC7CiYgUksqHMsXHitpF6YBJFwzDvkOnRY9dOCIJ\n9cfE9wmtbTiNTpuz188tuGfORPx5S01Y5V8pyRlTq3BcpOethSNfr7XU62WpPwXodIJvWrT8Gvr7\nnpN6HuTYHU5PfmdGuknxe9o9JpdL8mHkXs8Pxkk5qfdwcqIejcfbRfGqhWPYjKx0fLnnmKig2Yys\ndMn2N824AKVbvxVtt9rPH5/tDqenTTAX4VLF2XS6ng8Hvth9zLMtUM9xuBZ39ZcqH0G+/fbbWLJk\nCZ588kmYzWbMnj0bixYtwrPPPot169apsUsioogmlQ/V1mEXtXO6gCEmA26cPga6/3xBrtMBN04f\ng5ZzMpe92YSXgza3dKKkfL9s/pVW+coZ8+YuVnP1JSORNW4YrrpkREBOGpSMgYLD12st9Xq1tNtE\nlzlq+TX09z3X+3kYNyIJw5LiEB8n/z2MO7+zP+9puXxznQ74/264iPnf1C9SsTwm3SQZr1o4hlVa\nmiTzpist0neFOnxc/AG5HLn6CmoxZ4/BY3mXISUpDkZDDIYlxWH8qCS0dwq/FQ/Uc6zWMVorVPkG\n/OzZs5g6dapoe3Z2NpYuXarGLomIIprS/M3C/Ol4JO8ywfY7n/7Q7z7k8rq0nH+lNGdMjcJxkZ63\nFq7kXutQ5EUHmpL3nPfzsGjlZ7BIXC3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yxg3DVZeMCMhJh5afNwocqdfZ28eVh4M0muDh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\nWZE8rgjAf/jDH+qmm27SlVdeqQ0bNkiSbrjhBuXn5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Prpp+u2227T0qVL9d577+n+++9X\ndXV1nH8Dd7Na6ohED0DqoB4DAJD6aM/higD83//937V9+3bV1NToq1/9qqSj09KXLl2q+++/X3fc\ncYet82RkZOjf//3ftXz5cn3hC1+Qz+fTP/3TP+mKK66IY+lTg9VSRwBSB/UYAIDUR3s+sbkiAH/2\n2Wd1xx13aMGCBcPbFixYoLvvvlu33HKL7QBcOroW+A9+8IM4lBIAAAAAgOi5IsNCU1OTZs2KXKR+\n5syZamtrS0KJAAAAAACILVcE4LNnz9af//zniO3PPvusTj755CSUCAAAAACA2HLFFPSvf/3ruuGG\nG7Rjxw4NDAzoqaee0u7du7VhwwatWrUq2cUDAAAAAGDcXDECfsEFF+gHP/iB3njjDXm9Xj366KPa\ns2ePVq1apYsvvjjZxQMAAAAAYNxcMQIuSeedd57OO++8ZBcDAAAAAIC4cE0A/tprr2nt2rV6++23\n5fV6ddppp+nKK69UWRmL0gMAAAAAUp8rpqBv3LhRl19+ud577z2de+65Ki8v11tvvaVLL71U//d/\n/5fs4gEAAAAAMG6uGAFftWqVvvzlL+umm24K2X7fffdp5cqVqq2tTVLJAAAAAACIDVeMgL/77ru6\n7LLLIrYvWbJE27dvT0KJAAAAAACILVcE4HPnzjWuA/7GG2/wDjgAAAAAIC24Ygr6Zz/7Wd1///3a\ntWuXFixYoMzMTL3++uuqqanRF77wBT399NPD+15yySVJLCkAAAAAANFxRQC+fPlySdLatWu1du3a\nkM8eeeSR4X97PB4CcAAAEBeDA/3auXOHtmzZEtXx8+fPV3Z2doxLBQBIJ64IwHnPGwAAJFvHoT1a\n9367Nrz5ouNj2w826uHlUnl5eRxKBgBIF64IwGOpqalJd999tzZt2qRJkybpU5/6lG688UaeSAMA\ngDH5i2apsIT8MwCA+Ei7APz6669XYWGhHn/8cbW2tuq2226T1+vVzTffnOyiAQAAAAAmMFdkQY+V\nXbt2adu2bVqxYoVmz56ts88+W9dff72eeeaZZBcNAAAAADDBpVUAPn36dD3yyCOaOnXq8LZgMKj2\n9vYklgoAAAAAgDQLwP1+v84999zhn4PBoB577DF99KMfTWKpAAAAAABIw3fAR/re976n7du368kn\nn0x2UQAAAAAAE1zaBuArV67U2rVr9f3vf1+zZ892dOyBAwfU3Nxs/CwQCCgjI7kTBxr2HNa6jQ1q\nbe9VoT9HlRVlKiudEvNjALdyex3F6OJ5P+Je5w7UUcDdUrWOOrnH0x7ArdIyAF++fLlqa2u1cuVK\nLVy40PHxtbW1Wr16teXnBQUF4yneuDTsOawVP9ui5tbuY9saW7X0yvJRb0BOjwHczM11FKOL5/2I\ne517UEcRK4MD/aqrq4v6+Pnz57MUrUEq1lEn93jaA7hZ2gXgq1evVm1trVatWqWLLrooqnMsWbJE\nFRUVxs+qq6uT+lRw3caGkJuJJDW3dmvdxgYtrTonZscAbubmOorRxfN+xL3OPaijiJXO1n1a9cRe\n+YvMo7WjaT/YqIeXS+Xl5XEoWWpLxTrq5B5PewA3S6sAfOfOnVqzZo2uueYanXnmmWppaRn+bNq0\nabbPU1xcrOLiYuNnWVlZ4y7neLS29zraHu0xgJu5uY5idPG8H3Gvcw/qKGLJXzRLhSVlyS5GWknF\nOurkHk97ADdLqwD8+eef1+DgoNasWaM1a9ZIOpoJ3ePxqL6+Psmli41Cf46j7dEeAwDxEM/7Efc6\nAEhfTu7xtAdwM/fNLxmHq6++WvX19SH/bd++PW2Cb0mqrCjT9EJfyLbphT5VVlg/GY7mGACIh3je\nj7jXAUD6cnKPpz2Am6XVCPhEUFY6RUuvLNeTG3focHuPrayOZaVTdMWiOapZX6/u3n75cjJ1xaI5\nYyah2LilUTXr69TdOyBfjldVi+eponzWmGUk6ySAIab7QTT3Izus7nWStKJmM/ckAEhhTu/xtAdw\nKwLwFFRWOkW3VtlPKNKw57Aee267Dh3pkSR19/brsee2q7TEb3nT2bilUQ/WvqrBoIaPebD2VUka\nNQgn6ySAIab7Qd3uQ1IwqNaOPkn27kdOrhd+r/vps3Uh15O4JwFAKnJyj79i0ZzIfZ95U/J4Qt4D\npz1AMhCAp4DwEaQTZxRow6Z3Rh2Zfvy57Vr3QoP6BwYlScFg6DnHygRZs75uOPgeMhiUatbXjxqA\nk3USSB+m0WtJxhkupn1N9wNTApyhe8TQMdGOTDi9HvckAEgdTu7xNevrh4Pv4X1HBOkj941F+wM4\nQQDucqYRpD9p3/C/TSPTjz+3XU/8z1tjnntfc6flZ929Axbb+0c9J1kngfRgHL3eddA4ejA00hA+\n8yXfZz+T7lvvHBr37JnR7mnhuCcBQGp57a0m2/t2dEUG21b2NXcyexMJlVZJ2NKR6WlfuKGR6eFj\nXmiwde62Tuubky/Ha7F99Gc2ZJ0E0oNxpKGjLyJwHRppMM18Ge0eE+5Qe6/l7Bm72jrtB9XckwAg\ntXT1DtreNzj2LsPaOsff/gBOMALuQiOncu5pard1zJHOHlXd+Zy6ewcU6Ld3g8rI8Awf48vx6uIF\nH9C7TUfU2t6rqQWTdOhIZGe2avHcUc9ZWVGmut2HQjrpI6euAkgNTkaIrWbGTM7PljfDM+ZDxGjK\nMfI1m0xvhiovKNPk/Bzjfcub4dHAiHdqRsuEG4skkiSiBIDxMSUCtqswP1u5k7K0tyVyVpSpPcjP\nzTK2HcyUQrwQgLuMadqnHf0DMt48RtMy4hrdvf1jTlv32D1x+Avn4T8DcD0nI8TBQfNDv5nT8lRZ\nURayasOWN/cpYHrDxeI2kemNnKgV/ppNoH9QT/zPWyqe4ovYV5JOOq5AM6bmjblyRCySSJKIEgDG\nZ7REwLZ4PMM5kMIVTZ6kstIpIe3Buo0N2r33SMS+zJRCvBCAJ9hYIyN2ppwnS1DSo795Q5vq9o9a\n/vAkF60dfSQ8AlzMdF+qrCjTq28dsMwHMVJgYFCF+dkhdb8wP3t4lDk4Iro2Bt+yni54qK07ZKZO\n1eJ5lq/ZHDhsvnf6JmXaWjlitCSSdhP0kIgSAMbHKhGwXaONXB860hPRHlRWlKmhsTXk3s2a4Ygn\nAvAEsjMysvv9NuOxOVkZmn1CofoCA9rxnnmfRDjSFdCfth1LAhdefpKwAanF6r505inTbQXfkjQw\nKMkTNkfG49Ge/e0Rydmcem9EYrWhURAnHTFJGhiwd4DVfcpJgh7ugQAwPkcc5PNwasDQgJSVTtHS\nK8tDZmvx6hDiiQA8geyMjLS09ZgO1WBQuu+6j6vqzufiXk4nwstPEjYgtVjdl/5nS6Ptc3g8kQFm\na3uvatbXOX41ZiyjBd8ej/mNF7v3H6v92jp7I34Pq1Ft7oFIlL6+Pm3dujWqY+vq6mJcGiB2LGaP\nx4TptSbpaBBuZ6YUEAsE4AlkNQLy+o4WfXP1H0btoA0MDOqbq/9gXMMw2Ub+XkzjAZxJdsIuq/uS\nk9QNRZMnqaU18uGh3RF0p7wZ5g7aReWz9OrbzRH3nwXzSrSiZvOYf2Or+5eTBD3cA5EoW7du1Ve+\nvVb+olmOj23atUUzPkiwAXfK9GbYTijsVOUF3IuRfATgCdQbMGcKbu8KqG73IUmRsziHDAY1vE88\nTS2YpJKiXGV6M9TQeEjdfcdugB6Z39P0eo8Vmmk8gH1uSNjldGTWIykrM0OBEdnHt9TvNwbgGbYz\nNzozOX+SLl5wop58oSGkHJcvmqOGPYdD7j8L5pUY1yg3/Y2t7l9OEvRwD0Qi+YtmqbDEeUDRfnBP\nHEoDxIbf4qGnExmeo69vjuzH+rIzVH7ajPEWDxg3AvAEaj5snl4+UjQJw60C47H4c7PU3hUY/nl6\noW+4U7qiZnPITUujXMMTlh89fBpPw57DtkafgInGDQm7rEZsPR5zUrPjp+dpza0LQ7Y9+787jecO\nBoOaXugLOXf4fUc62lHKysxQb2DsEY8Mz9HlECvKZ+nyRXMiPg+//6yo2ew4sdp4E/QwlREAole1\neF5Evo8Mj7NEbMGgIvqx3X2DJMSEKxCAJ5Dd6TQzi3LVFxhUV2+/+voHjAmEvF6PsjO98uVkDq/N\n/fP19erq7VdvYECDhrtURoZHOVnHjikt8VuO0jhJGGS11IPkjhE+wK3ckLDLasT2kV+/YQzAC/Ij\nR32tAueBwaDx3Hv2tw/fr4buRz9+6nVJkefJysxQQW52yL4V5fan3FomVmuxn1iNUW0ASJyhe3x4\nO7HqF06WIpNx5IiEmHCDtA3A+/r6dNlll+k73/mOysvdMRLhy/Gqu9c8DX2kk46fPPx0bkXN5pCs\n40MWnFYS8QRv6IZVdedzxqk7hfk5qll2ccg2q1EaJ9NSR9vXDSN8gFu5JWGXacTWSdmsRiUGg+Zz\nl5VOiQiia9bXGe+P/txs/SzsvuWEZWK1jj4dOhI6K2m0exOj2gCQOBXlsyLaCScBuNV75CTEhBuY\nUwGmuL6+Pt14443asWNHsosyPP36m6v/oCkFOZbveA8Jn9ZYWVGm6YW+UfcJNznPfHOZnJdtu9ym\n6xbmZ0fcuP4/e/ceH0V974//tZdks0k2BEIuyEm01UASbLmdEC+gJYBQzrdHqqlUHrTxHCs80uOt\n+uUoiD9ULKBS0ZZT2gdYTOFgwwOteg40yu2LrW0hSsotiYaABoRcISSBzW42u78/4m52dmc2M3ud\n3X09Hw8emtmZz3ySzPsz+8nOvGa4vqjhEz4itfKnvsOlrDTfq96dn/x6Gj0iSbQNqeViyucXed0z\n7rzcPBBSP2Op8ZBjExFR5Lm/f15beQSN5y7L3larGQxbU+v5lSjmPgFvamrCk08+GeluABC//DrV\nqIdOp4W13w6jQY+5JdejubVH8rJGfy59HJOZgrMXvQODxmSmyO671H4BKOqLWj7hI1Ij1V/a7BlK\nIRFS8Y2xI3Cx85rocrmkLjlUcrm5GJ/BaiLjJMcmIqLIkrp9MS0lEd1XvZ8GlGzQwWhI8Dp3FE/I\nVu/5leJazE3Ajxw5gltvvRWPP/44Jk6cGNG+iF1+3Wu24bZvj/F5+bXYY4mUXPoYrMfgSF1yGYm+\nEMUqtV7avOtAo9djD7t6raKXaAerzsUuOQzGY9qCEaxGREThIXX74o3/lIaea1bB34I1GmDp978t\n+sdatZ5fiWJuAn7//fdHugsu/lx+HYzQMjV9qqamvhCRfErGr1DVeShDHDk2ERGpk9T5xz4ApCTp\n0WseygtJSdIjN8cUrq4RBUXMTcCDoa2tDe3t7aKv9ff3Q6uVd+u8P5dfByu0TE1/9VNTXyg2BKtG\nSZrS8SsUdR7qEEeOTaHDGiVSNzXXqGR45lWLYPINDF5ZymBfijacgIuoqqrCxo0bJV9PS0uT1Y4/\nlzgytIxoeMGqUZKmhku0OR5GL9YokbqpuUalzj+pyQmiT/nhOYGiDSfgIhYuXIjS0lLR1yoqKmT/\nVdCfSxwZWkY0vGDVKElTwyXaHA+jF2uUSN3UXKM+wzMvMDyToh8n4CKysrKQlZUl+lpCQoKitpRe\n4qiGT52I1C6YNUrSIn2JNsfD6MUaJTWwD9hQV1fn17YTJ05EYqL8x7dGG7XXKMMzKZZxAq4yavjU\niYhIDTgeElEgrnZdxIa3LsCUIX6vs5SezmZsXg0UFzMjQk14TqBYEdMTcI1GE+ku+CXSnzoREakF\nx0MiCoQpIw/pOfyENFbwnECxIKYn4PX19ZHuAhEREREREREAgCkoRERERERERGHACTgRERERERFR\nGHACTkRERERERBQGnIATERERERERhQEn4ERERERERERhENMp6ERERERqZrVacezYMcXb1dXVhaA3\nREQUapyAExEREUXIsWPH8NCz22DKyFO0XeuZGmR/k89DJiKKNpyAExEREUWQKSMP6Tn5irbp6TwX\not4QEVEo8R5wIiIiIiIiojDgBJyIiIiIiIgoDDgBJyIiIiIiIgoDTsCJiIiIiIiIwoATcCIiIiIi\nIqIwiLkJuNVqxYoVK1BcXIwZM2Zg69atke4SERERERERUew9huyll15CXV0dtm3bhvPnz+Opp57C\n2LFjcdddd0W6a0RERERERBTHYuoTcLPZjF27dmHlypUoKCjA7Nmz8ZOf/ATbt2+PdNeIiIiIiIgo\nzsXUBLyhoQEDAwOYNGmSa9nUqVNx/PjxCPaKiIiIiIiIKMYm4O3t7UhPT4deP3RlfUZGBiwWCy5f\nvhzBnhEREREREVG8i6kJuNlsRmJiomCZ82ur1RqJLhEREREREREBiLEQNoPB4DXRdn5tNBplt9PW\n1ob29nbR11pbW2G32zFr1iz/O0oUI8aMGRORjAXWKJF8kajTSNdoc0s3DBkNirfr6TyPkbnf9muf\nPZ3NKC8vR0pKiqLtrl69isS82Yr3d+1KCwCH4u0C2TZe9tnT2Yyf/vSnSEtL82u/SsVjjRJFk2DX\naExNwLOzs9HV1QW73Q6tdvDD/Y6ODiQlJSkaRKuqqrBx40bJ1zUaDQYGBqDT6QLuMwAMDAzg6tWr\nSElJCVqbbDd0bbLdoTa/+uortLW1ISsrKyhtyhXuGvUlVL8z7o/7C9b+IlGnka7RsZkpuHr1M8U/\n5+wcHdB/Cmg55XM9sd9jBgCMGaO4r2lpaaL7HO5YyU0G0N8xbF/F5CYDA32tuPr53xT9jJTu0/17\nyE3W+dVfX/sM1c8oAwC+ft8Y6pqN1xp1Fw/jMPcX3fsLeo06YojZbHZMnDjR8emnn7qWbdy40bF4\n8WJF7bS2tjpOnjwp+u+9995zjBs3znHy5Mmg9fvkyZNBb5Pthq5Nthu6NuUKd436Eu6fA/fH/al5\nf06RrtFQf9/h+Lnye4h8++HYR7zWqLtYHxe5P+7PU0x9Ap6UlIS7774bq1atwpo1a9Da2oqtW7di\n3bp1itrJysoK+yd6RCQfa5RI3VijROrGGiWKnJiagAPA8uXL8fzzz6O8vBwmkwmPPfYYZs9Wfm8V\nERERERERUTDF3AQ8KSkJa9euxdq1ayPdFSIiIiIiIiKXmHoMGREREREREZFacQJOREREREREFAac\ngBMRERERERGFge655557LtKdiDYpKSmYNm0aUlJSVN0m2w1dm2w3dG0GQ7j7xf1xf9yfMuHoU6j3\nwe9BHfvg9xAasT5OcX/cXyT3p3E4HI6gtEREREREREREkngJOhEREREREVEYcAJOREREREREFAac\ngBMRERERERGFASfgRERERERERGHACTgRERERERFRGHACTkRERERERBQGnIATERERERERhQEn4ERE\nRERERERhwAk4ERERERERURhwAk5EREREREQUBpyAExEREREREYUBJ+BEREREREREYcAJOBERERER\nEVEYcAJOREREREREFAZRMQFvbm7Ggw8+iMmTJ6O0tBRvvPGG5Lp1dXW47777MGnSJPzgBz/AqVOn\nwthTIiIiIiIiInGqn4A7HA4sWbIEo0ePxnvvvYfnnnsOmzZtwu7du73WNZvNWLJkCYqLi/HOO+9g\n0qRJWLp0Kfr6+iLQcyIiIiIiIqIhqp+Ad3R0oKioCKtWrUJeXh7uuOMO3Hrrrfj000+91t29ezeM\nRiOWLVuGb37zm3jmmWeQkpKC6urqCPSciIiIiIiIaIjqJ+CZmZl49dVXkZycDAD49NNPUVNTg5KS\nEq91jx8/jqlTpwqWTZkyBbW1tWHpKxEREREREZEUfaQ7oERpaSkuXryI73znO7jrrru8Xm9ra8O4\nceMEyzIyMnD69OlwdZGIiIiIiIhIVFRNwH/1q1+ho6MDq1atws9//nOsXLlS8HpfXx8SExMFyxIT\nE2G1WhXtp62tDe3t7aKvrVy5EgkJCdi5c6eyzhNR0LBGidSNNUqkbqxRosiJqgn4hAkTAADLly/H\nsmXL8PTTT0OvH/oWDAaD12TbarUiKSlJ0X6qqqqwceNGydfT0tIUtUdEwcUaJVI31iiRurFGiSJH\n9RPwzs5O1NbWYvbs2a5lN910E/r7+9Hb24v09HTX8uzsbK+/5nV0dCAzM1PRPhcuXIjS0lLR1yoq\nKqDVqv7WeaKYxholUjfWKJG6sUaJIkf1E/Dz58/jkUcewaFDh5CVlQUAOHHiBEaNGiWYfAPAxIkT\nsXnzZsGyo0ePoqKiQtE+s7KyXPvylJCQoKgtIgo+1iiRurFGidSNNUoUOar/89a3vvUt3HzzzVix\nYgWamppw6NAhrF+/3jWp7ujogMViAQDMnTsXPT09WLNmDZqamvDiiy/CbDbju9/9biS/BSIiIiIi\nIiL1T8C1Wi1+/etfIzk5GT/84Q/x7LPP4sc//jEWL14MAJg+fTr+9Kc/AQBSU1Pxm9/8Bp988gnu\nvfdenDhxAps3b1Z8DzgRERERERFRsKn+EnRg8Fngv/zlL0Vfa2hoEHz9rW99C++88044ukVERERE\nREQkm+o/ASciIiIiIiKKBZyAExEREREREYUBJ+BEREREREREYcAJOBEREREREVEYcAJORERERERE\nFAacgBMRERERERGFASfgRERERERERGHACTgRERERERFRGHACTkRERERERBQGnIATERERERERhQEn\n4ERERERERERhwAk4ERERERERURjoI90BIiIiIiIidy0tLXjwkWeRMmK0ou3GjjZiw7r/L0S9Igoc\nJ+BERERERKQqV69exdWEXGhHTFS03eWeT0LUI6Lg4CXoRERERERERGHACTgRERERERFRGHACTkRE\nRERERBQGUTEBb21txaOPPoqSkhLceeedWLduHaxWq+i6FRUVKCgoQGFhoeu/hw4dCnOPiYiIiIiI\niISiIoTt0UcfRXp6Onbs2IGuri6sWLECOp0Oy5Yt81r3zJkz+MUvfoFbbrnFtSwtLS2c3SUiIiIi\nIiLyovoJ+JkzZ3D8+HF8/PHHGDVqFIDBCfnLL7/sNQG3Wq04f/48br75ZmRkZESiu0RERERERESi\nVD8Bz8zMxJYtW1yTbwBwOBzo6enxWvfs2bPQaDTIzc0NZxcpQhrPXcauA43o6rEg3WRAWWk+8nNH\nhr2NcLZLFG0O1DSjck8dzJYBGA06lM8vQmlxnuztWUtE8ctX/bu/ptNpoAFgG3BwnCAi1VP9BNxk\nMuH22293fe1wOLB9+3bcdtttXus2NTUhNTUVy5Ytw+HDhzFmzBg88sgjuOOOO8LZZQqDxnOXsfbN\nGrR3mYeWNXdh+QPFsk+6wWgjnO0SRZsDNc14vaoWdsfg12aLDa9X1QKArEk4a4kofvmqfwBerwm2\n5ThBRCqm+gm4p5dffhkNDQ14++23vV47c+YMLBYLZsyYgSVLlmDv3r2oqKjAzp07MWHCBNn7aGtr\nQ3t7u+hr/f390GqjIrsupu060Oh14m3vMmPXgUYsL58WtjbC2S4NYY1Gh8o9da7Jt5PdAVTuqZc1\nAWctRS/WKAXKV/07/18Kx4nhsUaJIieqJuCvvPIKtm3bhtdeew033nij1+sPP/wwysvLYTKZAADj\nx4/HyZMnUVVVhRdeeEH2fqqqqrBx40bJ1xnqFnldPRZFy0PVRjjbpSGs0ehgtgxILLfJ2p61FL1Y\noxSoQOuf44RvrFGiyImaCfjq1atRVVWFV155BbNnz5Zcz4kpD6kAACAASURBVDn5drrxxhvR1NSk\naF8LFy5EaWmp6GsVFRX8q6AKpJsMipaHqo1wtktDWKPRwWjQiU62jQZ5px7WUvRijVKgAq1/jhO+\nsUaJIicqJuAbN25EVVUVNmzYgDlz5kiut3z5cmg0GqxZs8a1rKGhAePGjVO0v6ysLGRlZYm+lpCQ\noKgtCo2y0nw0NncJLkHLTDeirDQ/rG2Es10awhqNDuXziwT3gAOAVgOUzy+UtT1rKXqxRilQw9W/\n52vuOE4MjzVKFDmqn4A3NTVh06ZNWLp0KSZPnoyOjg7Xa6NHj0ZHRwdMJhMMBgNKS0vxxBNPYNq0\naZgyZQref/99HD16FKtXr47gd0ChSDHOzx2JxfMK8Ps99bhmscFo0GHxvAJF7TrbqNxTD7PFBqNB\nr7gNqXaXP1CMtw+cxuWePiaykqoEWo9Ktnfe5z1Up3qUzy9Ebo4JayuPDNsGa4ko+ikdc9yfnJCg\nA/L/KR0JCVqvbd3HBp1OA61Gg36bneMEEame6ifg+/fvh91ux6ZNm7Bp0yYAg0noGo0G9fX1mD59\nOtatW4cFCxZgzpw5WLVqFTZt2oSWlhbcdNNN2LJlC6677roIfxfxK5RJ49urG9DZ3Qdg8J7S7dUN\nyM0xKUpB317dgEsBtCElP3ckni4vDqgNomALtB792b60OE8QuKa0DdYSUfRSWu9eT04A0GvuwmML\nJ3sFN3JsIKJopfobPJYsWYL6+nrBv4aGBtTX1wMYvMR8wYIFrvXLysrwwQcf4NixY3j77bcxderU\nSHWdMHyKaSTbDVXfiNQq0GOedUdESiitd19PTiAiihWqn4BTdFNz0jgTlinehCpVmHVHRGKU1nug\nT04gIooGnIBTSKk5aZwJyxRvQpUqzLojIjFK691o0EksV/0dk0REsnECTiFVVpqPzHSjYFmwksYD\nbTdUfSNSq0CPedYdESmhtN7L5xdBqxEuU/LkBCKiaMA/KVJIBSvFWCxF1bPdkqIcRUmrYknqs4vz\nvNo419LjSmQ1GnQon1/kFQYTLu7psJHuC6mDkoRhpfUodrxJPX1gR3UDdh1shG3ADr1Oi7KZ+Vg0\nr0C0D4E+wYCIooN7vfdcs8IBIEGvxZv/ewoOAL1X+3HlqgUjUg0YMzoFZaX5eGzhZNf4kKDXInNk\nEj44/CUO17W4Ju6eY57YMn/HlFA8uYWIyB0n4BRygSaV+kpRdbbrTzqzWJJ61b7PBAEwJ053oOda\nv+trs8WG16tqASDsE1+vdNgI9oXUwZ/jXm49ih1vr1XVIiVJj16zzbVse3UDTp3pxIdHml3b9tvs\neGvvZwDgNQkPxhMMiCg6eNY7AFzouIoLHVcF613qtuDshW7X+PXmqrmu8a3pfLdrvboznYBGI7iH\nvO7sJcDhQFevdWi/fj5tJVRPbiEicsdL0En15KSo+pOsLLaNZ/qq++TbfZ1IJLIyHZY8hTJRXOx4\nczjgmny7729vTTPE7Dro3Q+moBPFD7F698V9LBDbtqvX6hXg1tVjEUy+PdsJtL8cn4go2DgBJ9WT\nk6LqT7JyIKnLkUhkZToseQplorjU8SbG4RBfbhuwey1jCjpR/PCnrp3bhOppKf5sw/GJiIKJE3BS\nPTkpqv4kKweSuhyJRFamw5KnUCaKSx1vYjQa8eV6nfcphinoRPHDn7p2bhOqp6X4sw3HJyIKJk7A\nSfXkpKj6k6wsto1n+qopOcFru0glsjIdljyFMlFc7HjTaIBUo/APPpnpRsyRyCAom+ndD6agE8UP\nsXr3xX0sENs2PTXRazKcbjIgPTVRsp1A+8vxiYiCjR+dkerJSW6Wm2juuY1YkvqRulbBfs619Li1\nq0f5/MKIhJ6VFuehpfOaV9I0A9jilz9PGZCb8Ct1vBVPyBbdX8YII94+2Ih+GSnowXgyQqDfHxGF\nnnu9X2jvxZWrVoxITYQpORGAAz1X+13LnCnoALC28gi6eiwYMzoZY0Yno+daP670WjEiJRGpKQm4\nPseEfptdkILuz5gi5wkrHEOIKNg0DofU3XskZtasWQCA/fv3R7gn5E4suVSrEYaqZaYbozrJVOx7\njPbvKRRYo9KUHEPReLxFY5/jEWuUpIjVcLrJ4JVyHoy65nghTS012tTUhAef/W+YxkxUtF1G3yd4\n879Wh6hXRIHjJegUE+Qkmkd7kinTWSlQSo6haDzeorHPRDRENPk8iCnnw+2L4wURhQMn4BQT5CaU\nRnOSKdNZKVBKjqFoPN6isc9ENERJrYYqJZ3jBRGFGifgFBPkJpRGc5Ip01kpUEqOoWg83qKxz0Q0\nREmthiolneMFEYUaJ+AUE+Qkmkd7kinTWSlQSo6haDzeorHPRDRENPk8iCnnw+2L4wURhQNT0Ckm\nOFPQK/fUw/x1WvnckuvR3NrjM8nUMwG1pCgHh+taBImoAHymKocqdZnprBRsYnWyeF6B6DGUnzsS\nk8dlYm9NMxyOwUeQTR6XCWAooTiYqevB+v5YI0TRw3180Os0cADQ6zRI0Guh1QCGRD0yRhhgtwM6\nrRZpKYkwpSTCAQe2vHfS7xp37jfVmIABu0OQws7xgohCjRNwigmN5y5je3UDLnX3AQDMFhv21TT7\nTDMVS0D9+4mLgvC2ujOdgEYjuCessbnL1a5YG+6vB/L9SLX7dHmx3+1SfBOrk+3VDcjNMXkdrzuq\nG/DhkWbX1w4H8OGRZvzl2AVcs9iG2vRxvIeqPnzJzx3JGiGKAmLjgydLvxXdV4cC2AYcDlzu6ROE\nsikdU8T2q9NqOPkmorCJikvQW1tb8eijj6KkpAR33nkn1q1bB6vVKrpuXV0d7rvvPkyaNAk/+MEP\ncOrUqTD3liLBnzRTOcnpXb1Wr0AW93ZDlaLKdFYKBUUp6AfFjzX3ybev7ZXuj4jii9j4MJxgJKJz\nXCKiSIuKCfijjz4Ki8WCHTt24NVXX8XBgwfx+uuve61nNpuxZMkSFBcX45133sGkSZOwdOlS9PX1\nRaDXFE7+pJkGknTq3DZUKapMZ6VQUHJc2QbsIWnX13Iiih/BHAeCkZ7OcYmIwkX1l6CfOXMGx48f\nx8cff4xRo0YBGJyQv/zyy1i2bJlg3d27d8NoNLqWP/PMM/joo49QXV2NBQsWhL3vFD7+pJkGknTq\n3DZUKapMZ6VQUHJc6XVa9NvkTcKVHq88jokomONAMNLTOS6RmlmtVhw7dsyvbSdOnIjExMThV6Sw\nUf0EPDMzE1u2bHFNvgHA4XCgp6fHa93jx49j6tSpgmVTpkxBbW0tJ+Axrqw0H43NXYLLyoZLMxXb\nRqsRXoaenprodQ+4e7v+7DdU3w/RcJQcV2Uz8/HW3s+8licb9ILL0H0dlzyOiUiK2PgwnHSTAXA4\nBJehKx1TOC5RNDp27BgeenYbTBl5irbr6WzG5tVAcTGzUdRE9RNwk8mE22+/3fW1w+HA9u3bcdtt\nt3mt29bWhnHjxgmWZWRk4PTp0yHvZ7wSSzgGfKeGh4JY+vH12Wl48XeHYbYMwGjQoXx+EUqL83xu\nU1KUgyN1rYIEZQCSqcqhSl2WahfwnUAdzsRpCr9Af7/5uSMxuzgPuw42wjZgh16nxeziPNE2Fs0r\nQOcVsyAFfU5xHubddoPo8S7Vt3CnkrMGiCJHLNW891o/rvRaYEjQwdI/gBGpBlfiuPv4oNdpATjQ\nc7UfV65aMSI1EabkRAAO2AYcss7Jw/XJ84kiF9p7ceWqBanJCdh1oJHjBamaKSMP6Tn8Q1EsUP0E\n3NPLL7+MhoYGvP32216v9fX1eV1ikZiYKBnYRoERSxKtO3vJ66/ToU49dnJPPz5Q04zXq2pdn2ab\nLTa8XlULAF6TcM/EZPfXnXylKocqddmz3eESpSOROE3hE4zf74GaZlTt+8xVF/02O6r2fYacjGSv\n477x3GXUft4Ox9frOhxA7eftmHfbDV7H+3B9C1cqOWuAKHLkpJoDwKVuC85e6A7oyR5yt/E1Jtxb\nehPWvlmDS90Wrz5xvCCiUIqqCfgrr7yCbdu24bXXXsONN97o9brBYPCabFutViQlJSnaT1tbG9rb\n20Vf6+/vh1YbFdl1ISeWJCoWYuJMF11ePi1cXUPlnjqvRHO7A6jcUy86wY4GvpJbl5dPG/b1WBKP\nNRqM36+SulCyP7Uce2rpB8VnjcY7panm4ajN4RLP43m8YI0SRU7UTMBXr16NqqoqvPLKK5g9e7bo\nOtnZ2V6DSUdHBzIzMxXtq6qqChs3bpR8PS0tTVF7sSoYqaOhYrYMSCy3iS6PBsMlt8ZTsms81mgw\nfr9K6kLJ/tRy7KmlHxSfNRrv/KmzUNdmuJ+QEk1Yo0SRExUT8I0bN6KqqgobNmzAnDlzJNebOHEi\nNm/eLFh29OhRVFRUKNrfwoULUVpaKvpaRUUF/yr4tWCkjoaK0aATnVQYDVFxyIsaLrk1npJd47FG\ng/H7VVIXSvanlmNPLf2g+KzReOdPnYW6NsP9hJRowholihzVz0aampqwadMmLF26FJMnT0ZHR4fr\ntdGjR6OjowMmkwkGgwFz587Fq6++ijVr1mDhwoV46623YDab8d3vflfRPrOyspCVlSX6WkJCQkDf\nTywRSxIVSyhNNepxsqkT963YLRqG5i/PYJWSohwcrmtBV48Fo9IMuNxjcd2/CgwmnJfPLwx4v8Gi\nNCxquOTWeEp2jccaLSvNR92ZTkFtpacmSv5+d1Q3CMLWymbmo3x+ETb8odZrXbG6UJSYrpJjTy39\noPis0XinNNU8MUGLi+1XsbbySMDhZ1Ln0+HGhHgeL1ijRJGj+gn4/v37YbfbsWnTJmzatAnAYBK6\nRqNBfX09pk+fjnXr1mHBggVITU3Fb37zG6xatQo7d+7E+PHjsXnzZsX3gJM8vpK6ncus/QNo+uqK\nayIsFYamlFiwyt9PXBTc35pq1EOrHXyWsdGgR/n8QtXc/+1PWNRwidKRSJymMNNofH/9tR3VDYJH\niPXb7Hhr72e4a1oeTMkJ6LnW73rNlJyA3ByTVxtKjie1HHtq6QdRPHKvvwvtvTjf3oN+m0N0XZ1W\nA2u/HWcvduPsxcDCz4Y7n/oaEzheEFEkaBwOh/joSKJmzZoFYPAPAzS88uercanb+36qUWlJqFw1\n1+9211YewV+PXxx2vdu+PUaVYSpS/Vdrf6NJrNaokmPmnqf+B/02u9e6Gg0gNuLzuKNwitUapSFy\nz9Hu/B2HeD4NPrXUaFNTEx589r9hGjNR0XYZfZ/gzf9aHaJeRUZNTQ2eeO2Q4seQdbU04tXH7+Rz\nwFWGN3hQSIUqDE1uSIpaw1QYFkVKKTlmbAPek29AfPLtq20iIn+EM5CN51MiijacgFNIGQ06ieWB\n3f0gNyRFrWEqDIsipZQcM3qd+NAuccU6jzsiCqpwBrLxfEpE0SagCfilS5dw8eJFXLhwQfCPyKl8\nfhG0Hm/6gxGGVlaaj8x0o1e77tQcpiLWfzX3lyJPyTFTNlP8OJpTnMfjjohCTmy8ctJoBjNa3AUy\nDvF8SkTRxq+PIY8fP47HH38cFy8K77lxD0cjAoaC1n6/px7XLDYYDXr8c0EWKvfU4Td/POFKRc/N\nMUkmmot9XVaaj9nFeYKU5ynjMnH6/JWv96MbfH2YlHGlSeRy+Upod+6H4S+kRH7uSCyeV4DKPfUw\nf11Li+cViB4zi+YVoPOKGXtrmuFwDL7hnVOch0cWTsaBmmavNs619ODF3x2G2TIgeFLBr6pqvdqY\nd9sNojUz2G6dVxtEFPucT11wZk/otEBKkh75/5SOSz19uNTdBzgAvX7wiQzFE7K9zn/OceiquR92\nBzB6RBK+MXaEayLtOe64L8sZnYzrMlPQb7O7zrmhOLcTEQWDXxPw559/HtnZ2VixYgXS0tKC3SeK\nMaXFea434gdqmvF6Va0rrdxsseG1qlqkJOnRax66L9wz0dzz6xOnOwRJzv02Ow7Xtbq+NltsqNr3\nmWAbz5RVf5LI5ZCT0O7cz9PlDMUgeRrPXcb26obBN7IYPMa3VzcgN8ck+oel2s/bXfd8OxxA7eft\nOFDT7NXGlvdPCmrJ+aSCDw9/iVNnL7mWOxzAh0ea8f+OnoPVLdm4sbkLs4vzBPUWrKcdEJH6eT51\nAQAG7ED3NRu6r3XBlJzgGov6bXbsq2lG8YRswfnP870BAFzsvIaLnddQd6YT0GgE93SLLctMN2L5\nA4NthuLcTkQULH5dgt7Y2IjVq1dj9uzZmDZtmtc/IimVe+oEJ1hg8I29++QbgNc6nl+7TxikeG7T\n3mXGrgONrq93HWj0el6p5zr+EGt3uL4QDUfJ8Sq1buWeOq/lYrVkd0Aw+XZn9XisUHuXGbsONorW\nbOUeXg1FFOt2HfR9LvMcY8TGLbH3Bk5dvVavQDWxZc52Q3VuJyIKFr8+Ac/OzkZfX1+w+0JxQCoV\nPVzcT9ihSk6N9oR2Uiclx6vUuqGqP6nU9UCfdkBE6idV/754jlHBGpt8nVd5ziUitfDrE/Cf/vSn\n+PnPf46zZ8+CjxEnJaRS0cPFPRU1VMmp0Z7QTuqk5HiVWjdU9SeVuh7o0w6ISP2k6t8XzzEqWGNT\nusnAVHQiUj3Zo2ZBQQEKCwtRWFiIFStWoLa2FvPnz0dRUZFrufMfkRSxVHSxRFSx5HR3puSEYfc1\nXCp6qJJToz2hndRJUQq6xLrl84u8lovVklYDTPjGKNF+JOqFB3NmuhFlM/ND8rQDIlI/qacuOHmO\nMWLjlth7A6f01ESvybPYMme7TEUnIrWT/fHEmjVroJF6iCxFXKjSvINNLBW9fH4hcnNMgkTUkqIc\nHKlrlfzamZjq3s7ckuvR3Nrjcxv3n4mSVGkl8nNHeiWcD9cXouEoOV7FjkHnMedZa2K1VD6/EKXF\neXjxjb8Lwg1LirKx8K7xou3mZCSLtkFE0c/Xe4xF8woAAG8fbITVPQXdmIjMkUmwDwAJeh1GpCZi\nzOgU0fOf+3uDXrMVDgeQ4ZGC7jnuiC1ztsunjBCRmmkcflxD/u6772L+/PlITEwULL927Rp27tyJ\nBx54IFj9U51Zs2YBAPbv3x/hngwRS912poHyhCONP7fYpMYaDYZwH6+sDwqVWK3RWOXPWMDxI7qp\npUabmprw4LP/DdOYiYq2y+j7BG/+1+oQ9Soyampq8MRrh5Ceo+xKjq6WRrz6+J0oLuZTd9RE9iXo\nly5dwoULF3DhwgUsX74cjY2Nrq+d//72t7/h1VdfDWV/SQQTP/3DnxtFk3Afr6wPIgL8Gws4fhAR\nSZN9CfpHH32Ep59+GhqNBg6HA2VlZV7rOBwO3HnnnUHtIA0vVGnesY4/N4om4T5eWR9EBPg3FnD8\nICKSJnsCvmDBAowdOxZ2ux3l5eX45S9/iREjRrhe12g0SE5Oxrhx40LSUZLGxE//8OdG0STcxyvr\ng4gA/8YCjh9ERNIUPSPGef/A73//e0yZMgV6PR8xowZlpflobO7yuteKiZ++8edG0STcxyvrg4gA\n/8YCjh9ERNJkz6DfffddwdcXLlyQXHfBggX+94gU85V4HC0O1DSjck8dzJYBGA06lM8vGjZBOdDk\n91D+3KIllZ6ih9LjNRj1sXhegVuyuc6vpwSI9QMA64MoSkg9gQEA1lYeEa1j9/HqQnsvrly1IDU5\nAbsONPpV7zynElEskT0Bf/rppwVfO+8FT0pKgl6vR29vL3Q6HUaOHMkJeATk547E0+XRmXB4oKYZ\nr1fVwv51Hr/ZYsPrVbUAIDkJF0tYbWzuUpywGoqfW7D6RuRJ7vEajGOw8dxlbK9uQGd3H4DButxe\n3YDcHJOiNjz7UXemE9BoBPeCsj6I1Ms5FlxyGwu27q4DHA509VqH1vOo4/zckbi39CasfbMGl7ot\nuNRtwdkL3X6NRTynElEskZ2C3tDQ4Pq3fv16FBQU4N1338U//vEPfPLJJ6iursbNN9+MpUuXhqyz\nVqsV3/ve91BTUyO5TkVFBQoKClBYWOj676FDh0LWJwpc5Z461+Tbye4AKvfUS26j5oRVNfeN4kMw\njsFQtdHVa/UKYmJ9EKmXaB33WASTb0C8jtUyFhERqYlfN3GvX78er7/+OgoKClzLbrjhBqxcuRIV\nFRX40Y9+FLQOOlmtVjzxxBM4ffq0z/XOnDmDX/ziF7jllltcy9LS0oLeHwoes2VAYrlNchs1J6yq\nuW8UH4JxDIayjUDXJaLwCaSO1TIWERGpiV8T8O7ubhgM3kmWdrsdfX19AXfKU1NTE5588slh17Na\nrTh//jxuvvlmZGRkBL0fFBpGg050sm00SB+eak5YVXPfKD4E4xgMZRuBrktE4RNIHatlLCIiUhPZ\nl6C7KykpwQsvvIDz58+7ljU1NeH555/Hd77znWD1zeXIkSO49dZbUVVVBYfDIbne2bNnodFokJub\nG/Q+UOiUzy+CViNcptUA5fMLJbcpK81HZrpRsEwtCatq7hvFh2Acg6FqIz010euNM+uDSL1E69hk\nQHpqomCZWB2rZSwiIlITvz4Bf+655/Dggw9izpw5SEtLg8PhQE9PD7797W/j2WefDXYfcf/998ta\nr6mpCampqVi2bBkOHz6MMWPG4JFHHsEdd9wR9D7FAzmpo/4kk4ptM7s4D3trmuFwABoNMLs4TxDA\nJrXN2wcb0T9gh16nxeRxmYJ1SopycLiuJeD+K/0eYyGVnoLPn6R/T3KPRV/HoFg/cnNMou1OHpcp\nqMvJ4zJxrqUHL/7usNf3IdU3sX4AYH0QqYxUDefnjkTWSKPgPmybrR+m5CRc7bNBqwFSjAlYPK9A\nMD4k6ICsUSnQ6zRI1GuhcVtPLU8sISKKBL8m4NnZ2Xjvvffw17/+FY2NjdBoNCgoKMAtt9wCjUYz\nfAMhcubMGVgsFsyYMQNLlizB3r17UVFRgZ07d2LChAkR61c0kpM66k8yqdg2xxvbcbXPBufFDQ4H\nsK+mGRO+meF6Yz/cNv02Oz480izY199PXBSEu/nTf3/TV6M5lZ6Cz5+kf09Kj0WxY1CsH69V1SIl\nSY9e89BtII3NXZg8LlNQUw4H8OGRZsEy5/fR0nkN+2qaJfsmVgusDyL18DW+VH34GU6dvSRYv9ds\nR6/5mutrS78FW94/iZ5r/a5lZgDd164ItrP0WxQ/TQHgOZWIYotfE3AA0Ol0mDFjBmbMmBHM/gTk\n4YcfRnl5OUwmEwBg/PjxOHnyJKqqqvDCCy/IbqetrQ3t7e2ir/X390Or9evK/ajiK3V0efk02evI\nadf9jb+TMwW9tDhP9jZibQTaf3++Rwq9aKtRX0n/cifgwTgWxfrhcHjXU3uXGXtrhH/QkmJ3ALsO\nNqLfZg+obxRboq1G452v8eVwXausNtwn375wbFAH1ihR5MiegBcWFuIvf/kLMjIyUFBQ4POT7vp6\n6cdHhZpz8u104403oqmpSVEbVVVV2Lhxo+Tr8ZCqLid11J9kUiWppc5gtmAmnSrtP9NX1SnaatSf\npH9PwTgWpfohxkfchhfbgF10OeskfkVbjca7cJ/rODZEHmuUKHJkT8DXrFnjmtyuXbs2ZB0KxPLl\ny6HRaLBmzRrXsoaGBowbN05ROwsXLkRpaanoaxUVFXHxV0E5qaP+JJMqSS11pqAHM+lUaf+ZvqpO\n0Vaj/iT9ewrGsSjVDzEajfxJuF6n9foEXGnfKLZEW43Gu3Cf6zg2RB5rlChyZL/7+/73vz+0kV6P\n73znO16fNkdCR0cHTCYTDAYDSktL8cQTT2DatGmYMmUK3n//fRw9ehSrV69W1GZWVhaysrJEX0tI\nSAhGt1XBV6BTWWk+Gpu7BJekeaaOylnHk9g2qUa94H5up65eC/71/74HnVYDY6IWZqt92G3caTXC\ny9A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x45g3bx5+9rOf4ZlnnsFjjz0W1E7KlZ2d7TWYdHR0IDMzU1E7VVVV2Lhxo+TraWlp\nfvUvVOQmmAaaliwnmdWfpPRgJr5SfFBDjSo5bqXWNVsGRJeLr+tdv9Ltitc6a4rCRQ01GouUjBli\n+DQTcmKNEkWOXxPwtLQ0XLt2DQCQl5fnusf6uuuuQ2tra/B6p9DEiROxefNmwbKjR4+ioqJCUTsL\nFy50/YHBU0VFher+Kig3wTTQtGQ5yaz+JKUHM/GV4oMaalTJcSu1rtGgk/2HMbH6lW5XL9oua4rC\nRQ01GouUjBli+DQTcmKNEkWOXzOykpISrF+/HqtXr8bEiRPx29/+FosWLcIHH3yAUaNGBbuPPnV0\ndMBkMsFgMGDu3Ll49dVXsWbNGixcuBBvvfUWzGYzvvvd7ypqMysrC1lZWaKvJSQkBKPbQTVcyikQ\nnLRkOcms/iSlBzPxleKDGmpUyXErta7Yvdqe920C0vWrpF3WFIWTGmo0FpXPLxLcAw4AGohfhu45\nlriPAUxGJ9YoUeT4NQFftmwZfvrTn+JPf/oTFi1ahK1bt+L2228HADz11FNB7aAnz2eRT58+HevW\nrcOCBQuQmpqK3/zmN1i1ahV27tyJ8ePHY/PmzYrvAY82Yomp12en4cPDXwrSkgO5/1tqP55pqWLr\nlBTl4Ehdq6JtmMJKaqfkuPW1bm6OyWv5uZYer7RzsfpV2i5riii6OccBz/FBbJmvMcB93NDpNNBq\nNOi32TlWEBGFgcbhcEjldwzLYrHAYDDAbDbjL3/5C7Kzs/Gtb33La5IcS2bNmgVg8DFsRKQ+rFEi\ndWONEqmbWmq0qakJDz773zCNmahou4y+T/Dmf60OUa8io6amBk+8dgjpOcquTulqacSrj9+J4mLv\npyqoYV/xyq8bPGbNmoWuri4YDIP3CBmNRsyZMwfZ2dm45ZZbgtpBIiIiIiIiolgg+xL0PXv24M9/\n/jMA4KuvvsILL7zgmoA7ffXVVzH96TcRERERERGRv2RPwCdPnow//OEPcF6xfuHCBUFIg0ajQXJy\nMl566aXg95KIiIiIiIgoysmegI8ZMwa///3vAQA/+tGPsHHjRowYMSJkHSMiIiIiIiKKJX7dA75t\n2zaMGDECFy5cwJ///Gf09fWhs7Mz2H0jIiIiIiIiihl+PYasv78f//mf/4k//elP0Gq1+OCDD/DS\nSy/h6tWr+NWvfoXU1NRg95OIiIiIiIgoqvn1Cfivf/1rNDQ0oLKy0hXE9qMf/Qhffvkl1q9fH9QO\nEhEREREREcUCvybgu3fvxrPPPouSkhLXspKSEvz85z+P+DMDiYiIiIiIiNTIrwl4a2sr8vLyvJaP\nGTMGV65cCbhTRERERERERLHGrwn4jTfeiL/97W9ey3fv3o2bbrop4E4RERERERERxRq/QtgeeeQR\n/OxnP8Pp06cxMDCAP/7xjzh79iw++OADbNiwIdh9JCIiIiIiIop6fn0CPnPmTPzyl7/EyZMnodPp\n8MYbb+DcuXPYsGED5s6dG+w+EhEREREREUU9vz4BB4A77rgDd9xxRzD7QkRERERERBSz/J6A/+Mf\n/8C2bdvw+eefQ6fTYcKECXjggQeQn58fzP4RERERERERxQS/LkE/cOAAFi1ahPPnz+P2229HcXEx\nPvvsM9xzzz345JNPgt1HIiIiIiIioqjn1yfgGzZswIMPPognn3xSsPyll17CK6+8gqqqqqB0jvzX\neO4ydh1oRFePBekmA8pK85GfOzLS3SIiksRxiyKJxx8REYWDXxPwL7/8Evfee6/X8oULF2LHjh0B\nd4oC03juMta+WYP2LvPQsuYuLH+gmG8miEiVOG5RJPH4IyKicPHrEvTCwkLR54CfPHkyJPeAW61W\nrFixAsXFxZgxYwa2bt0quW5FRQUKCgpQWFjo+u+hQ4eC3ic123WgUfAmAgDau8zYdaAxQj0iIvKN\n4xZFEo8/IiIKF78+Af/Xf/1XrF+/HmfOnEFJSQn0ej1OnDiByspK/PCHP8S7777rWnfBggUBd/Kl\nl15CXV0dtm3bhvPnz+Opp57C2LFjcdddd3mte+bMGfziF7/ALbfc4lqWlpYWcB+iSVePRdFyIqJI\n47hFkcTjj4go/KxWK44dO6Z4u4kTJyIxMTEEPQoPvybgq1evBgBs27YN27ZtE7y2ZcsW1/9rNJqA\nJ+Bmsxm7du3CG2+8gYKCAhQUFOAnP/kJtm/f7jUBt1qtOH/+PG6++WZkZGQEtN9olm4yKFpORBRp\nHLcoknj8ERGF37Fjx/DQs9tgysiTvU1PZzM2rwaKi4tD2LPQ8msC3tDQEOx++NzXwMAAJk2a5Fo2\ndepU/Pa3v/Va9+zZs9BoNMjNzQ1b/9SorDQfjc1dgsvpMtONKCvlI+KISJ04blEk8fgjIooMU0Ye\n0nPia6z1+zng4dLe3o709HTo9UNdzcjIgMViweXLlzFy5FA4SlNTE1JTU7Fs2TIcPnwYY8aMwSOP\nPII77rgjEl2PmPzckVj+QDHePnAal3v6kG4yoKQoh+muRBR2cpOlxcYtjlMULp7Hn16nhQMObHnv\nJI9FIiIKKtVPwM1ms9c1/s6vrVarYPmZM2dgsVgwY8YMLFmyBHv37kVFRQV27tyJCRMmhK3PapCf\nOxJPlw9emsF0VyKKBKVjj/u4RRRuzuOP50wiIgol1U/ADQaD10Tb+bXRaBQsf/jhh1FeXg6TyQQA\nGD9+PE6ePImqqiq88MILsvfZ1taG9vZ20df6+/uh1foVHh8xvtJdl5dPi1CviPwXazUaqzj2xK9o\nrlEetxQPorlGiaKd6ifg2dnZ6Orqgt1udw0GHR0dSEpKEk03d06+nW688UY0NTUp2mdVVRU2btwo\n+Xq0paoz3ZViTazVaKzi2BO/orlGedxSPIjmGiWKdqqfgBcWFkKv1+Mf//gHpkyZAgD45JNPcPPN\nN3utu3z5cmg0GqxZs8a1rKGhAePGjVO0z4ULF6K0tFT0tYqKiqj7qyDTXSnWxFqNxiqOPfErmmuU\nxy3Fg2iuUaJop/oJeFJSEu6++26sWrUKa9asQWtrK7Zu3Yp169YBGPw03GQywWAwoLS0FE888QSm\nTZuGKVOm4P3338fRo0ddj02TKysrC1lZWaKvJSQkBPw9hRvTXSnWxFqNxiqOPfErmmuUxy3Fg2iu\nUaJop/oJODD4yfbzzz/vur/7sccew+zZswEA06dPx7p167BgwQLMmTMHq1atwqZNm9DS0oKbbroJ\nW7ZswXXXXRfh7yD8PJOHJ4/LxMGj52EbsEOv02J2cd6wYTI7qhuw62Cja5uymflYNK9A8b6ZHksU\nn6SSzc+19ODF3x2G2TIAo0GH8vlFKC2W/wxQQHqcEVt+rqUHlXvqAtpfMPpGkSf2u6k51Tp4rrPZ\nAQ0wKi0JI00GWKw29A84YDTosfjrc9/ayiP8vRIRUUCiYgKelJSEtWvXYu3atV6veT6TvKysDGVl\nZeHqmiqJJbi667fZUbXvM+RkJEu+Cd1R3YC39n4m2Mb5ta9JONNjicidZ7L5gZpmvF5VC7tj8Guz\nxYbXq2oBQPakWGqcWTyvANurGwTLT5zuQM+1ftfX/uxPCY6B6iX2u6ltaIXZah9ayQF0XulD55U+\n1yKzxYat/3sK0GgE94Hz90pERP7gDR4xSCzB1ZPdAVTuqZdu42CjouW+9u1MjyUiqtxT55p8Ow03\nHnmSGmcq99R5LXeffPu7PyU4BqqX2O9GMPn2oavX6hXCxt8rERH5gxPwGCQ3qdVssUm+ZhsQf1Mi\ntXy4fTM9logAwGwZkFguPR55khpPpNoOdH9KcAxUr1D8Dvh7JSIipTgBj0Fyk1qNBuk7EPQ68UND\navlw+2Z6LBEBgNGgk1gu/44oqfFEqu1A96cEx0D1CsXvgL9XIiJSKiruAY9lYoEwAHwG+AwX8FNW\nmo+6M53o6rVK7lcDoHx+oeTrZTPzBfeAuy/3RWzf6amJTI8lkqDmwK5Q9K18fhFeq6qFw+0ydI1m\ncDw6UNMsKyxNKqV68bwCbHn/pOCyc0OiDhar8JNxrcb3+BcIJmirV1lpPo43tqPXrPzqh1SjHnq9\nTvCJN3+vRETkD07AI0gsEKbu7CXA4RBMYN2DXmQH/Gg0Pvft8PnqUNDa2wcb0a8wBd1r38P0hShe\nqTmwK1R9y80xISVJL5gEpSTp0dJ5DVX7PpMVzuYrXd3znm+LdQB3TcvDpw1tuGaxwWjQo3x+YchS\n0KX6FunfJwHnWnpwtU/e5Fun1WDALaxAr9fh3/6lCEfqWvl7JSKigHACHkFigTBi95M5g16Wl0/z\nGfCzvHyaq10596VV7qn3+SZ00bwCeRNuN2L77uqxCPpHRIPk1HOkhKpvuw40en0C2Wu2YdfBRslw\nNrFxyjNdHQBe/N1h0X1+0tCGylVz/e6zUmJ9o8ir3FMnuPLClwGPg7Grx4LDdS0Rr0siIop+vAc8\ngpSEtzjXlRPwE4wQNn8xgIhIPjXXS6j6JrW9VMCjknEqGAFvFLuUhPSJUUNdEhFR9OMEPIKUhLc4\n15UT8BOMEDZ/MYCISD4110uo+ia1vVTAo5JxKhgBbxS7lIT0iVFDXRIRUfTjBDyCykrzkZluFCxL\nNxmQnpooWOYe9CK2jWcQjNg6nkIVQiSnf0Q0SM31Eqq+SbY7Mx9aj7gIpeNU+fyigNug2CV2fIgZ\n7jxMREQUCH4sEGY7qhuw62AjbF8Hm82c8k+42mcThLpU//UL7K1phsMxmF+WNdKIF3932JUMPCYj\nBR1XzK7XJ4/LxLmWHsE6SQnCv/QnG7S4Zhm6xLO4MBsAUP58tWubuSU34MvWblfi8fXZafjg8BeC\nRGIAPlOKxQKISopyVJvyTBRJagnskko7nzwuUzAWTR6XiZpTrXhq419cY5gznPHFN/6Ow3WtrjZL\nirKx8sFbRNs2GRME95ebjAlYNK8AZ77qErQhNk45xxypxPSWzmte4ZFSWRdKUt7VnFZPQmK/q3Mt\nPajcU+eVMyDGeam5TgskJuhhNOiw+Os8lLWVR3gMEBFRQDgBD6Md1Q2CR3v12+z48Egz7p8z3hXY\ns6O6AR8eaXat43AAp85ecn1ttthwqdsieP3DI82CbcTud3SffAPA4bpWwRtds8Xm9dixv+Ki4PUN\nf6iFBkMJ6lIpxe4BRGpOeSZSg0gHdknV6ORxmV5jkfvXwOAY9tbez3Do6Dlc6LwmeO1wXSue3vhn\ntF02C9o+cqoFtgHhLOjMxW488Hw1OrstXm14jlOvV9Xi1JlO7Ktp9kpMb+m8hn01zbDa7K7+7atp\nRvGEbK/xRsnYxHEseoj9ro43tuNqn012AJvTgH3w2DJbbNj6v6cAjUZwHziPASIi8gcn4GG062Cj\n5HJn2rjUOmrh+f7FV0oxoO6UZyKSrtG9Nc0SW3jznHw7uf/x0Mlz8u3kOfmWYnfA9am85/JdBxvR\nbxP+sVFqvFEyNnEcix5ivyt/nvvtyf3RoE48BoiIhtgHbKirq1O0jdL1YwUn4GEklfLrvlxqHTXz\nlTCs5pRnIpKuRaWfFoaTVN+kxk+x71HJ2MRxLHqE+3fCY4CIaNDVrovY8NYFmDLaZW/TeqYG2d+M\nv8d2cgIeRnqd1uvTGefy4dZRM18Jw2pOeSYi6VrUaNQ7CZfqm9T4KfY9KhmbOI5Fj3D/TngMEBEN\nMWXkIT1HfmBlT+e5EPZGvZiCHkZlM8UPSPflUuuohWeA7HAJw2pOeSYi6RqdI3FbiZjrMpJFl0/4\nxiivtvU68RjqjDR5ExmtBphTnCeadl42U/54o2Rs4jgWPcR+V6lGPTQy0s99SU9N9Jps8xggIiJ/\n8BPwEPNMY71rWh7+39HzgoRe5/3fAFz/757iO2VcJk6fv4JrFhuMBj3GZCSj7otLrmRi5xtl97Ti\nUSaD4J7K6zKS0XGlT7Bfz/14JrJfn52GDw9/6dqvc6L9+z31gmVS938D6kl5JiJxvmr0Sq/FK9l8\nRKpBMNbMKc7DIwsn+0xB92z7jfdOCu4Pn/CNUVj38AzsqG7wSjAH4LVs0bwCTPhmhuhYVDwhW9Z4\nI/V9A+JJ1xzHooP77+pCRy+u9FoxIiUR2Tqgo6sPV0Tu5ZYy0pSAMaNNgmODxwAREQWKE/AQEktj\nzUw3Yt3D032etBfNKxBMysXadF5+6XAAfz1xQZDw6nAAl3ss+NkPJ/t8/M7aN2sEacG1n7d7JbqK\n9cPXhFtMpFOeicg3sRo9UNOMmvpWwbIj9a1ISdILxpraz9vReO4yVj54i+y21z08Q3Rdz7FPbJxy\nppqXFueJjkVKxhvPdYdLO+c4Fh3yc0fi3tKbsPbNGlzq7sOl7j4Ag+ffVx+/A+daevB6Va3kI8m0\nGuCxheLnTx4DROo3MDCAmpoaxdtNnDgRiYmJIeiRkNVqxbFjxxRtE69hZbEqKibgVqsVzz33HPbu\n3YukpCT8+7//O/7t3/5NdN26ujo899xz+Pzzz5Gfn4/nnnsOEyZMCHOPB4UiOVduwivTyYkoEGLP\nTHY4vMebUI4b4R6nOC7GDl+/y4YvLvl8Hvhw508iUrfLHa146NltMGXIr+GezmZsXg0UF4f+j2zH\njh1T3L94DSuLVVExAX/ppZdQV1eHbdu24fz583jqqacwduxY3HXXXYL1zGYzlixZgrvvvhvr1q3D\nW2+9haVLl2Lfvn1ISkoKe79DkZyrZFumkxORv8yWAdnrhmrcCPc4xXExdvj6Xco5tn2dP4lI/ZSG\ngYUbw8rim+pD2MxmM3bt2oWVK1eioKAAs2fPxk9+8hNs377da93du3fDaDRi2bJl+OY3v4lnnnkG\nKSkpqK6ujkDPQ5Ocq2RbppMTkb+MBp3sdUM1boR7nOK4GDt8/S7lHNu+zp9ERESBUP0ZpqGhAQMD\nA5g0aZJr2dSpU/Hb3/7Wa93jx49j6tSpgmVTpkxBbW0tFixYEPK+eiorzUdjc5fXPeCBpKaKtZlq\n1AvuAQfkpZMHu29EFDvK5xd53Ser0QApSXrBZeihHDfCPU5xXIwdvn6Xcu4B93X+JCIC/LuXG+D9\n3BQFE/D29nakp6dDrx/qakZGBiwWC/7/9u48Lqrq/x/4a0QBUdRccC9cksGFXRRcEFRcUkFLTQuX\nD22kZn4jETWlNDdIP+SSimtqhhsu5Cc/ZqX5/IPUAAAgAElEQVS5L6S4YAkEmiiLaaIgIJzfH/64\nHwcGmDtzZ0B7PR8PHzX3njnnfS/3fc49M/feuXv3Ll544X8PDMvIyEC7du003t+gQQMkJiaaLN6n\nGePJuWXVeeN2Np9OTkSKKe4/SvYrLZtYm6zfMHU/xX7x+VHe37L471l8bFdTAQJPnnGgy/hJRATo\ndy83wPu56RmYgOfm5pZ6ImHx6/x8zZ8TefTokdayJcuZkjGenKutzpdbvsCnkxORosp60rgp+w1T\n91PsF58f5f0tyzq2iYjk0Odec97PTVV+Am5hYVFqAl38umbNmjqVlfsAtoyMDGRmZmpdV1BQgGrV\nqvyt80TPNeYoUdXGHCWq2pijRJWnyk/AGzdujHv37qGoqEjqDLKysmBpaYk6deqUKluyM8nKykKj\nRo1ktRkdHY1ly5aVub5ku0RkWsxRoqqNOUpUtTFHiSpPlZ+A29vbo3r16jh//jxcXFwAAGfPnkXH\njh1LlXV0dERUVJTGsri4OAQFBclqc+TIkfDx8dG6LigoiJ8KElUy5ihR1cYcJaramKP/DEWFj2U/\n9I0PiTO+Kj8Bt7S0hJ+fH2bPno158+YhPT0d69evx4IFCwA8+Ybb2toaFhYW6NevHxYvXox58+Zh\n5MiR2Lp1K3JzczFgwABZbdrY2MDGxkbruho1ahi8TURkGOYoUdXGHCWq2pij/wwP793Ckq1psG6g\n/XYDbfiQOOOr8hNwAAgNDcWnn36KsWPHwtraGpMnT0afPn0AAN27d8eCBQvg7++P2rVrY+XKlZg9\neza2bdsGOzs7REVFyb4HnIiIiIiI6Fkn90FxfEic8T0TE3BLS0vMnz8f8+fPL7Xu6tWrGq87deqE\nXbt2mSo0IiIiIiIiIp3wBg8iIiIiIiIiE+AEnIiIiIiIiMgEOAEnIiIiIiIiMgFOwImIiIiIiIhM\ngBNwIiIiIiIiIhPgBJyIiIiIiIjIBDgBJyIiIiIiIjIBTsCJiIiIiIiITIATcCIiIiIiIiIT4ASc\niIiIiIiIyAQ4ASciIiIiIiIyAU7AiYiIiIiIiEyAE3AiIiIiIiIiE+AEnIiIiIiIiMgEOAEnIiIi\nIiIiMgFOwImIiIiIiIhMgBNwIiIiIiIiIhN4JibgERER8PDwQJcuXRAeHl5u2blz50KtVsPe3l76\n75YtW0wUKREREREREZF21Ss7gIqsW7cO+/fvx4oVK1BQUIDg4GA0bNgQ48eP11o+OTkZwcHBGDp0\nqLSsdu3apgqXiIiIiIieIUWFj3HlyhVZ75FbnqhYlZ+Ab9q0CZMnT4azszMAIDg4GJGRkWVOwJOS\nkvDWW2+hQYMGpgyTiIiIiIieQQ/v3cKSrWmwbpCp83vSk8+gcevORoyKnldVegKekZGBW7duwc3N\nTVrm6uqKtLQ0ZGVloWHDhhrlHzx4gPT0dNja2po4UiIiIiIielZZN3gR9Zq8rHP57Ds3jBgNPc+q\n9D3gmZmZUKlUsLGxkZY1bNgQQgjcvn27VPnk5GSoVCp89dVX8PLygp+fH3bv3m3KkImIiIiIiIi0\nqvRvwPPy8pCenq51XU5ODgDA3NxcWlb8//n5+aXKJycno1q1amjTpg0CAgJw+vRpfPLJJ6hduzb6\n9OljhOiJiIiIiIiIdFPpE/ALFy5gzJgxUKlUpdYFBwcDeDLZLjnxrlmzZqny/v7+8PHxQZ06dQAA\n7dq1Q0pKCrZu3SprAp6RkYHMTO33gKSnp6OoqAi9e/fWuT6i51XTpk2xefNmk7fLHCXSXWXkKXOU\nSHfMUe1ycnJw37wdClVWst6XcuFXNGhTS15bf98GIIz+HrZl+Huy71zH+++/L833TEHpHK30Cbi7\nuzuuXr2qdV1GRgYiIiKQlZWFZs2aAfjfZemNGjXS+p6Sf4zWrVvj1KlTsmKKjo7GsmXLylyvUqlQ\nWFgIMzMzWfWWpbCwEA8fPkStWrUUq5P1Gq9O1vu/Om/evImMjAyN20RMwdQ5Wh5j/c3YHttTqr3K\nyNPKzlFj72dT/B25DZVfvyna+Kfm6NPK2sdWVlawwp/A7T9l1dfuxReAgsvA7cs6t9fSCkBBVpnv\n0UbX95Rsz5htlWyvpZWZUdt6ur1mtWrBzMhtAUC9wkI8/P/tPrPjqKjivL29xd69e6XXMTExwtvb\nW2vZyMhIMW7cOI1lM2fOFJMmTZLVZnp6urh06ZLWf3v27BHt2rUTly5dkr8xZbh06ZLidbJe49XJ\neo1Xp65MnaPlMfV+YHtsryq3V6yyc9TY222K/cptqPz6TdHGPzVHn/a894tsj+2VVOnfgFfk9ddf\nR0REBBo3bgwhBBYvXozAwEBp/V9//QVLS0tYWVnB29sbq1evxvr169GnTx/88ssv2Lt3LzZt2iSr\nTRsbG5N/o0dEumOOElVtzFGiqo05SlR5qvwE/K233sLdu3cxadIkmJmZYfjw4Rg7dqy0/rXXXsOw\nYcMwceJEdOrUCV9++SUiIyMRGRmJ5s2b44svvoCDg0MlbgERERERERHRMzABr1atGkJCQhASEqJ1\n/Y8//qjx2sfHBz4+PqYIjYiIiIiIiEhnVfp3wImIiIiIiIieF5yAExEREREREZkAJ+BERERERERE\nJmAWFhYWVtlBPGtq1aoFd3d31KpVq0rXyXqNVyfrNV6dSjB1XGyP7bE9eUwRk7Hb4DZUjTa4Dcbx\nvPdTbI/tVWZ7KiGEUKQmIiIiIiIiIioTL0EnIiIiIiIiMgFOwImIiIiIiIhMgBNwIiIiIiIiIhPg\nBJyIiIiIiIjIBDgBJyIiIiIiIjIBTsCJiIiIiIiITIATcCIiIiIiIiIT4ASciIiIiIiIyAQ4AS/H\nO++8g9DQ0DLXX7lyBSNGjICTkxOGDx+Oy5cvK1JvUFAQ1Go17O3tpf8ePnxYa9kffvihVNnJkycb\nHK+cenWNNz8/H59++inc3d3RvXt3LFmypMz25cQqp15dY42JiSlVTq1Wo3379gbFK7deXeO9ffs2\n3nvvPbi6uqJ3797YuHFjmftAzr6VU6+c41Yp+fn5GDx4MM6cOWPUuNLT0/HBBx+gS5cu8PLywoIF\nC5Cfn6+1rL79gr7tKbF9169fR2BgIJydneHj44O1a9eWWVaJ7ZPTnpLHlbH6dH3bU2rbjDUOGEN+\nfj6mT5+Ozp07o0ePHli/fr3R2qmob9CXnPzUh5z8MFRFx6i+5ByT+pIz9ssld6zWl5wx1tgiIiLg\n4eGBLl26IDw8vNyyc+fOLbV/tmzZUu575OS+Ev2UnPaUHGd06XuU7Id5HvRsngdBkFaxsbHCzs5O\nTJs2Tev6nJwc0a1bN7Fo0SKRlJQk5s6dK7p16yZyc3MNqlcIIXx9fUVsbKzIysqS/uXn52st+9VX\nX4mgoCBx584dqWx2drbB8epar5x4P/nkE9GvXz9x8eJFceLECdG1a1cRHR1tcKy61isn1ry8PI0y\nt27dEr6+vmLBggUGxSunXjnxjhgxQvzf//2fSE1NFT/88INwcnISBw8eNChWOfXKiVUpeXl5YsKE\nCUKtVovTp0+XWU6JuEaMGCHeeecdkZiYKM6ePSt8fX3FokWLSpXTt1/Qtz0ltq+oqEj069dPTJ06\nVaSmporDhw8LV1dXERsba5Ttk9OeEttXzFh9ur7tCaHcthlrHDCGzz77TPj5+YmEhARx8OBB4eLi\nIg4cOKBoG7r2DfqSk59yyc0PQ+hyjOpLzjmEvuSM/XLJHav1JWeMNaa1a9cKb29vERcXJ06dOiV6\n9Ogh1q1bV2b58ePHi6ioKI199OjRo3Lb0DX3leqn5PQ1SvXFuvQ9SvbDPA9SZvtMfR4khBCcgGtx\n79494eXlJYYPH17mwLR9+3bRp08fjWW+vr4iJibGoHrz8vJE+/btRUpKik6xBgcHi8WLF1dYTm68\nutara7z37t0THTp0EGfOnJGWrV69WkyfPt2gWOXUK3ffPm3lypXC19dXa0LrcyzoUq+u8f7999/C\nzs5OXLt2TVo2adIkMWfOHINilVOvIftWH4mJicLPz0/4+fmVO/AoEVdSUpJQq9Xizp070rLY2FjR\ns2fPUmUNORb0aU+J7cvIyBBTpkwRDx8+lJZNnDhRfPrpp6XKKrF9ctpT6rgyVp9uSHtK5oyxxgGl\n5eTkCAcHB43+esWKFSIgIECxNnTtG/QlJz/1ISc/DKHLMWoIXY9JfckZ+5VQ3litLzljrLH16tVL\nox/Ys2eP8PHxKbN8z549xbFjx3SuX07uK9FPyWlPqb5Y175HqX6Y50FPPIvnQUIIwUvQtVi4cCH8\n/PzQpk2bMsvEx8fD1dVVY5mLiwt+/fVXg+r9448/oFKp0LJlS51iTUpKQqtWrSosJzdeXevVNd5z\n587B2toabm5u0rK3334bn3/+uUGxyqlX7r4t9vfff2PNmjUIDg5GjRo1DIpXTr26xmtpaYmaNWti\n586dePz4MZKTkxEXF6f1Ujk5scqpV999q6/Tp0/Dw8MD0dHREEKUWU6JuBo1aoQ1a9agfv360jIh\nBLKzs0uV1fdY0Lc9pbZv8eLFsLKyAvAkp86cOYMuXbqUKqvU9unanlLHlbH6dEPaUzJnjDUOKO3q\n1asoLCyEk5OTtMzV1RXx8fGKtaFr36AvOfmpb/265ochdDlGDaHrMakvOWO/oSoaq/UlZ4w1poyM\nDNy6dUtjX7q6uiItLQ1ZWVmlyj948ADp6emwtbXVuQ05ua9EPyWnPaX6Yl37HqX6YZ4HPfEsngcB\nvAe8lBMnTuDcuXOYMGFCueUyMjJgY2OjsaxBgwZIT083qN6kpCTUrl0bH3/8Mbp3747hw4fjyJEj\nZZb/448/8Msvv6Bfv37o27cvvvjiCxQUFBgcr6716hrvjRs30Lx5c+zevRsDBgxAnz59sGLFCq2d\nhpxY5dQrd98W++abb9C4cWP07dtX63q5+1bXenWN19zcHLNmzcK3334LR0dHDBw4ED179sSwYcMM\nilVOvfruW32NGjUKISEhsLCwKLecEnFZW1ujW7du0mshBDZv3gxPT89SZfU9FvRtT+n97uPjgzff\nfBPOzs7w9fUttV6J7ZPTnhLbZ6w+3dD2lPzbGWscUFpmZibq1auH6tWra7Sfl5eHu3fvKtKGrn2D\nvuTkp6Eqyg996XqMGkLXY1JfcsZ+Q1U0VutLzhhrTJmZmVCpVBp9Q8OGDSGEwO3bt0uVT05Ohkql\nwldffQUvLy/4+flh9+7dFbaha+4r0U/JaU+pvljXvkepfpjnQU88q+dBnIA/JT8/H2FhYZg9ezbM\nzc3LLfvo0aNSZczNzbU+IEBOvcnJycjLy0OPHj2wdu1aeHl5ISgoSOsN/mlpaXj06BEsLCwQGRmJ\nkJAQ7Nu3T+vDM+TEK6deXePNyclBSkoKtm3bhgULFmDatGnYtGmT1geOyIlVTr1y9u3TduzYgYCA\ngDLXy4lXTr1y4k1KSoKPjw+2b9+OBQsW4MCBA4iNjTU4Vl3r1XffGpsx4lq0aBGuXr2KKVOmlFqn\n77Ggb3tKb9/SpUuxcuVKJCQkaP0mSentq6g9Q7fPWH26Eu0p9bcz1jhgDLm5uVrbB2CyGJRWXn4a\nqqL80IecY1Rfco5JfckZ+w1V0VhtCF3HWEPl5eXh+vXrWv/l5OQAgMbxUF5eJicno1q1amjTpg2i\noqIwfPhwfPLJJ/jhhx/KbF9O7ivRT8lpz9TnL6buh3keJI+pzoOqV1zkn2Pp0qXo2LGjTp9kW1hY\nlNrZ+fn5sLS0NKjeiRMnYuzYsbC2tgYA2NnZ4dKlS4iOjsZnn32mUbZZs2Y4deoU6tSpAwBQq9Uo\nKirC1KlTERoaCpVKpVe8curVNV4zMzM8fPgQixcvRpMmTQAAN2/exNatWzFu3DiN9uXEKqdeOfu2\nWHx8PNLT0zFw4ECt6+XGK6deXeM9ceIEduzYgSNHjsDc3Bzt27fH7du38dVXX2HQoEF6xyqnXn32\nrSkoHVd4eDg2bdqEf//731ov3dTnWDCkPaW3r0OHDgCA0NBQfPzxx5g2bZrGNwhKb19F7Rm6fcbq\n05VoT6m/nbHGAWMoq30AqFmzpkliUFJF+WmoivJDH3KOUX3JOSb1JWfsN4QuY7W+5Iyxhrpw4QLG\njBmjdd8HBwcDeJKLJSep2vLS398fPj4+0t+3Xbt2SElJwdatW9GnTx+t7cvJfSX6KTntmfr8xdT9\nMM+D5DHVeRAn4E/Zv38/7ty5A2dnZwCQLpc6cOAA4uLiNMo2btwYmZmZGsuysrLQqFEjg+oFIB1E\nxdq0aYOkpCStMRd3gE+XzcvLw7179/DCCy/oFa+cenWN18bGBhYWFtJACQCtWrXSenmTnFjl1Ktr\nrE87evQoOnfuXOp9+sYrp15d4718+TJsbW01PpGzt7fHqlWrDIpVTr26xloZlIprzpw5iI6ORnh4\neJknGfocC4a0Bxi+fXfu3MGvv/6q0Ubbtm1RUFCABw8eoF69etJyJbZPTnuAYdtnrD5difYA5Y5N\nY40DSmvcuDHu3buHoqIiVKtWTWrf0tKy1DZUdbrmp1xy80MuuceovuScQ+hD7tivL13Han3IHWMN\n4e7ujqtXr2pdl5GRgYiICGRlZaFZs2YA/ndZuq7niK1bt8apU6fKbF9O7ivRT8nta0x5/lIZ/TDP\ng8pn6vMggJega9i8eTP27duHvXv3Yu/evfDx8YGPjw/27NlTqqyjo2OpG+7j4uI0HvigT72hoaGY\nPn26xrKrV69qfZjJ0aNH0aVLF+Tl5UnLrly5gnr16pUa4OTEK6deXeN1dHREXl4eUlNTpWVJSUlo\n3rx5qfblxCqnXjn7tlh8fDxcXFzKXC83Xjn16hqvjY0NUlNT8fjxY2lZcnIyWrRoYVCscurVZ9+a\nglJxLVu2DNHR0ViyZAkGDBhQZjl9jgVD2lNi+/78809MmjQJGRkZ0rKLFy+ifv36pU72ldg+Oe0Z\nun3G6tOVaE+pY9NY44Ax2Nvbo3r16jh//ry07OzZs+jYsaNJ2leKrvmpDzn5oQ85x6i+5ByT+pIz\n9htCl7FaX3LGWGOysbFB06ZNce7cOWnZ2bNn0bRpUzRs2LBU+S+//BLjx4/XWJaQkFBu3yUn95Xo\np+S0Z+rzF1P3wzwPqpipz4MA8HfAyzNt2jSNn+fIzMyUfucwOztbeHp6is8//1wkJiaKOXPmiO7d\nu+v0O3Dl1fvf//5XdOzYUcTExIjU1FSxdOlS4eTkJG7evFmqngcPHggvLy/x0UcfieTkZPHzzz+L\nHj16iLVr1xoUr5x65cT77rvvitdff10kJCSII0eOCA8PD7F582aD962u9cqJtZi3t7f47rvvSi03\n9FjQpV5d483Ozhbdu3cXISEh4o8//hCHDh0SXbp0Edu2bTMoVjn16rNvlWJnZ6fx8xtKx5WYmCja\nt28vIiMjRWZmpsa/ku0Z0i/o054S21dYWChee+01ERgYKBITE8XPP/8sunXrJjZt2mSU7ZPTntLH\nlbH6dH3aU2rbjDUOGMusWbPEoEGDRHx8vDh48KBwdXU12u8el+wblFBRfhqqovxQWsljVAkVHZNK\nKW/sV0pZY7USKhpjTWnVqlWiZ8+e4tSpU+LkyZOiR48eYsOGDdL6O3fuSD/RFB8fLzp06CDWrVsn\nrl+/LrZs2SIcHBzEhQsXym2jvNw3Rj+la3vGOH8p77zEGP0wz4OerfMgIfg74OUqOTDZ2dlp/M5b\nfHy8GDp0qHB0dBQjRowQCQkJitS7fft24evrKxwcHMSwYcPE2bNny6wrMTFR/Otf/xIuLi6iR48e\nYvny5YrEK6deXePNzs4WISEhwsXFRXTr1k2sWLFCkVjl1Ctn3wohhKOjozh69Gip5YYeC7rWq2u8\nxX8vNzc34evrK77++mtFYpVTr9x9q5SSv3+pdFyrVq0SarVa45+dnZ1Qq9Va29O3X9C3PSX2e0ZG\nhpg0aZJwc3MTPXr0EKtWrZLWKb19cttT8rgyVp+ub3tKbZuxxgFjyM3NFdOmTRPOzs6iZ8+eGn2K\n0ozxO+AV5acSyssPpRljAi5E+cekUsob+5VS1litlPLGWFMqLCwUCxYsEO7u7sLDw6PUb7h7e3uL\npUuXSq8PHTokhgwZIhwdHcXAgQN1+hCtvNw3Rj8lpz2lz18qOi9Ruh/medCzdx6kEsIIv9lARERE\nRERERBp4DzgRERERERGRCXACTkRERERERGQCnIATERERERERmQAn4EREREREREQmwAk4ERERERER\nkQlwAk5ERERERERkApyAExEREREREZkAJ+BEREREREREJsAJOBEREREREZEJcAJOVUpAQABCQ0ON\nVl4Jubm52LJli/Q6NDQUY8aMMWkMRFWFMXOworp37doFtVotvb537x527NhhktiITOHWrVvYv3+/\nzuVL5oTS5ZXy888/IykpCQBw+vRpqNVqpKWlmTwOIqUZO2fliImJgb29fbll1Go1du/eLb3evXs3\n/vrrL6PH9k/HCTiRTGvXrsW6desqOwyi597y5csxY8aMMterVCqoVCrp9cKFC7F3715ThEZkEiEh\nIfjll190Ll8yJ5Qur4S0tDS899570kl+cRxEzwNj56wcr7zyCo4ePapz+TNnzmDatGl49OiR0WP7\np6te2QEQPWuEEJUdAtE/Qp06dSo7BKJK9TyON0VFRZUdApHRVKWcNTc3R4MGDXQuX1RUxAm3ifAb\ncNJw+PBhvPrqq3BycoKnpydCQ0Nx//59AEBSUhLeeecdODs7o3v37ggODkZWVpb03oCAAMybNw8f\nffQRnJyc4OXlhdWrV2vU/8MPP2DEiBFwdnaGg4MDhg0bJuvTuYroEuMXX3yBGTNmoHPnznB1dUVw\ncDBycnKkMpcuXcKbb74JJycn9O3bF/v27UOHDh1w5swZLFu2DMuXL8fNmzdhb28vXTL3+PFjLFq0\nCB4eHnB2dsaECRM0Pt0nMpZnKWcXLlyIIUOGSK/v378Pe3t7zJ07V1r2448/wtnZGfn5+aUuIT94\n8CAGDx4MBwcHvPnmm7h586a0LjQ0FDExMTh9+rTGJXcPHz7E9OnT0blzZ7i5uSE0NFT6dJ/ImNRq\nNbZs2YKRI0fCwcEBgwcPxo8//qhR5qeffsKwYcPg6OgIX19fREZGoqCgAMCT/Dxz5gxiYmLQu3dv\nAE++PZ4yZQo8PT3RsWNHeHl5ISIiQrGYCwoKEB4ejp49e8LZ2Rmvv/46jh07Jq2PiYmBr6+v9N9O\nnTph2LBhiIuLk8o8evQIs2fPRteuXeHm5oaZM2ciODgYoaGhuHnzJvr06QOVSoUxY8Zg2bJlAJ5M\nWn766ScMHjwYnTp1wqBBg3D48GHFtotIF1U9Z3///Xeo1WokJCRIyyZMmAA3Nzdp4i+EgIeHB/bt\n24eYmBiNS8jT09MRFBQEFxcX9OrVC7GxsdK606dPY+zYsRBCoHfv3hqXpcfExKBv375wcHDAq6++\nivj4eL3ip//hBJwkd+/exaRJkzB8+HB8//33WL58Oc6ePYvw8HBkZGTgjTfeQKtWrRATE4PVq1fj\nwYMHGDlypMbJ7NatW1G3bl3ExMRgypQpWLFiBdasWQMAuHz5Mj744AMMHjwYsbGx2LZtGxo0aICQ\nkBA8fvzY4PjT09N1inHjxo1o1KgRdu7ciYiICBw6dAgbNmwAAGRkZGDcuHFo2bIldu7ciVmzZmHJ\nkiXSJ/aBgYEYP348mjZtimPHjqFJkyYAgLi4OGRnZ2Pr1q1YvXo1zp8/j0WLFhm8TUTledZy1tvb\nG9euXcOdO3cAACdOnAAAnDp1Sipz+PBh9OzZE+bm5hrvjYuLwwcffIABAwZg37598Pf3R1RUlLR+\nxowZGDBgAJydnTUmDAcPHkTjxo2xa9cuhIeHY//+/RrvIzKmxYsXw9/fH3v37kWvXr0wceJEnD9/\nHgBw5MgRTJkyBaNGjcJ3332HsLAwfP/995g6dSoAYNmyZXBycsLAgQOxc+dOAMD777+Phw8fYsOG\nDfj+++8RGBiINWvW4NChQ4rEO23aNJw4cQKLFy/Gnj170L9/f7z33nsak+G0tDRER0cjIiICu3fv\nhpWVlcYHZVOnTsWJEyfw73//G99++y2ys7Px3XffAQCaNWuG7du3QwiBpUuXIjAwUHrf5s2bMXv2\nbMTGxsLW1hYffvghcnNzFdkuIl1V5Zxt164dmjdvLo1xRUVFOH36NHJycnD58mUAwIULF5CdnY1e\nvXoB+N/tHYWFhQgMDMTff/+Nb775BpGRkVi7dq203sXFBUuXLoVKpcKOHTswcOBAAE8m9Nu2bcOS\nJUuwa9cumJub48MPP9Rz71IxTsBJkp6ejoKCAjRt2hRNmjSBs7MzVq5ciTfffBNbt25F06ZNERoa\nCltbW7Rv3x5LlizBnTt38P3330t1tG7dGrNmzUKrVq3g7++PgIAAfP311wAAMzMzzJo1CwEBAWje\nvDnUajUCAgLw119/SSfkhtA1xrZt2+LDDz/Eiy++CG9vb3Tr1k369P7bb79FnTp1MHfuXLRp0wY9\nevTAzJkzpffWrFkTtWrVQrVq1VC/fn1Uq/YkhWxsbDBnzhzY2tqic+fOGDhwIC5dumTwNhGV51nL\nWVdXV9SpU0c6eTh27Bj69OmDxMRE6YqRI0eOSN8cPG3z5s1wdXXF+++/j5deegmvvfYaRo4cKa2v\nXbs2LC0tUaNGDdSvX19a7uDggMmTJ6Nly5ZSvjM3yVSGDRuGUaNGwdbWFh999BE6deqETZs2AQBW\nrVqFkSNHYvjw4WjRogU8PT0RFhaG//znP0hLS0PdunVRo0YNWFhYoF69esjLy4O/vz/mzJmDdu3a\noUWLFhgzZgwaNmyI33//3eBYU1NT8d1332HevHlwc3PDiy++iHHjxuGVV17B2rVrpXKFhYX49NNP\n4eDggDZt2mD8+PG4fv06srKycOPGDWVfotgAAAo0SURBVPz3v/9FWFgYunbtirZt2yI8PBwNGzYE\n8GQyUJyfdevWRc2aNaV6Z8yYATc3N7z00kuYMGECHj16hMTERIO3i0iOqp6z3t7e0hgaHx+PGjVq\nwMnJSfog+/Dhw3Bzc4O1tbXG+44fP46kpCQsWrQIarUajo6OmD9/vvTNefXq1VG3bl0AwAsvvCB9\nCK5SqTBv3jx07NgRbdu2RWBgIG7dusWrPA3Ee8BJolar8corr+Ddd99Fo0aN0K1bN/Tq1Qt9+/bF\nlStXcO3aNTg7O2u8Jz8/H8nJydJrd3d3jfXOzs5Ys2YN7t27B7Vajbp16yIqKgrJyclITU2VLqMp\nLCw0OP6EhASdYmzVqpXGemtra2RnZwMArly5go4dO8LMzExa37lz5wrv6XnxxRc1XtetW5eXuZLR\nPWs5a2Zmhh49euD48eMYMmQIjh8/jtmzZ+P8+fM4efIk2rRpg8zMTOmT+6ddu3YN3bt3LxVr8YlR\nWWxtbTVe161bl09bJpPp0qWLxuunr9C4cuUKLl68iG3btmmUqVatGpKSktCsWTON5RYWFhg9ejQO\nHDiACxcu4Pr16/jtt99w584dxcZQABg9erTGmFdYWFjqeQytW7eW/r/4RL+goAAJCQlQqVRwdHSU\n1pubm8PBwaHctlUqFV566SXpdZ06dSCEQF5env4bRKSHqp6zPj4+2L59O/Lz83Hs2DF4eHigefPm\nOHnyJAIDA3H48GEMHTq01PuuXbuGOnXqoEWLFtIytVoNS0vLCtt8ehwt7guYm4bhBJw0REREYOLE\niThy5AiOHz+OqVOnwsXFBTVq1ECXLl0QFhZW6j1Pf8pWvbrmIVV86baZmRlOnz6Nt956C7169YKr\nqyuGDBmCnJwcTJw4UZHYi4qKdIqx5KWtADQ+AdTnATHF34Rrq5PImJ61nPXx8cH8+fNx48YNpKen\no3PnzujSpQtOnjyJP//8Ey4uLmU+fK1kbtaoUaPC9pibVJlK5ldhYaH0AW9RURHeeustrSfLjRo1\nKrUsNzcXb7zxBvLz89G/f3+4ubnBwcEBo0ePViTW4gcwffPNN6hVq5bGupJ5pC33hBDStumTY09/\n8P10nUSmVNVz1t3dHebm5jh16hROnDgBPz8/NG/eHJs3b0ZaWhoSEhKkZys8TaVSac2nkturjbYH\nszE3DcNL0EkSHx+P+fPnw9bWFmPGjMHKlSvx+eef4+TJk2jUqBGSk5PRpEkTtGzZEi1btkSdOnXw\n+eefa1xGU/LSznPnzqFFixawtrbG+vXr0bVrV3z55ZcYO3YsPDw8pG+ilEjkl19+WacYy6NWq3Hl\nyhWNTybj4uL4VEiqkp7FnO3Zsyfu3r2Lr7/+Gk5OTrC0tISnpydOnTqFn376Sevl5wBgb2+PX3/9\nVWPZxYsX9YqByFRKHqO//vorOnToAODJmPXHH39I+dmyZUukpaVh4cKFePjwIQDNE9+jR48iISEB\nX3/9NSZOnIj+/fvDyspK48GKhmjXrh2EEMjIyNCIaceOHdi1a5dOddjZ2QGAdM8s8OSb8eL7U0tu\nE1FVU9Vztnr16ujevTsOHTqE+Ph4eHp6wtXVFY8fP8bSpUthZ2dX6pt44Mn5bXZ2NpKSkqRlKSkp\nePDggfSauWk6nICTpFatWtiyZQsiIiJw/fp1/P7779i/fz9atWqFoKAg3L9/Hx999BGuXr2Kq1ev\n4sMPP8SlS5fw8ssvS3WcPXsWy5YtQ2pqKnbs2IGtW7fi7bffBgA0bdoUv/32G86dO4ebN29i586d\n+PLLLwE8uSzWUKNHj0Z2djaCg4PLjbGiOu7fv4+ZM2ciKSkJx48fl57QXNwx1apVC/fv30dKSooi\nD48j0tezmLO1a9dG586dER0dja5duwIAPDw8kJqaivj4+DIn4P/617+QkJCAhQsXIiUlBXv37sWW\nLVtK7Y+MjAz8+eefesVGpLSNGzciNjYWKSkpWLhwIX777TeMGzcOAPD222/jwIEDWL58OVJSUnDi\nxAmEhobi4cOH0k8HWVlZ4ebNm0hPT0fjxo0BAHv27EFaWhrOnj2LCRMmoLCwUJExtG3btujVqxfC\nwsLw008/4caNG4iKikJUVFSp26xKKv5ArkWLFhgwYADmzJmDEydOIDExEdOnT0d6ero0hlpZWQF4\n8kTn4pN/fptGVcWzkLPe3t7YtWsXbGxs0Lx5c1hYWMDZ2Rl79uwpcwzt2rUrHBwc8PHHH+PChQu4\nePEiQkJCNK48sbKyghACCQkJGr8OVBLz1XCcgJOkTZs2WL58OU6dOgV/f3+88cYbqF69OlavXo2W\nLVtiy5YtyMnJwejRozFmzBhYWFhg48aNeOGFF6Q6evfujaSkJAwZMgSrV6/G9OnTMWLECADABx98\nAEdHRwQFBWHo0KHYsWMH5s+fD0tLS0W+yWrRogU2b96Mhw8flhtjeerXr481a9YgKSkJQ4cORVhY\nmHSpUPEld76+vmjYsCH8/Pxw5coVg+Mm0tezmrPe3t4oKCiQJuBNmzaFra0t2rZtq3F/2tPUajWi\noqJw+vRp+Pn5YePGjQgKCtIo4+/vj9zcXAwePBiZmZl6x0eklNdffx0bNmyAn58f4uLisH79eukD\nsH79+mHJkiU4dOgQhgwZgqlTp6Jnz55YunSp9P5Ro0bh999/x5AhQ9CpUyeEhIRg06ZNGDhwIGbM\nmAF3d3e88soril0NEhkZCV9fX8yePRuDBg3C3r17MW/ePPj5+ZX7vqe/Ofvss8/g4uKCyZMnY9So\nUbC2toajo6M0htarVw+vvvoqFi1ahMjIyFLv11Ynkak8Cznr5eWFoqIieHh4SMs8PT2lnxDTRqVS\nYfXq1WjdujUCAwMRFBSEQYMGaZwPtGvXDl5eXpgyZUqp+9xL1kWGUQl+jEEKCQgIQIsWLTB//vzK\nDkVvSUlJ+Pvvv+Hi4iIti4uLwxtvvIGff/5Z+jST6HnwPOQsUVWlVquxYMEC+Pv7V3YoJpOfn48j\nR47A09NT+qYbAPr37w8/P79SH5oRVSX/xJylysGHsFGVlJubK91PUxZra2tYWFgo2u7t27fx7rvv\nYu7cuXB3d0d6ejoWLFgAd3d3Tr6JylFZOUtEpQkhKvypwBo1akg/O6QUc3NzfPbZZ3B3d0dQUBDM\nzMywY8cO3Lp1C/3791e0LaLnSWXlLFUOTsCpStqwYQMiIyPLvcwlLCxM43eAldCtWzfMnDkTUVFR\nmD17NqytreHj44Pg4GBF2yF63lRWzhJVVZV5mWZGRga8vLzKjcHR0RHffvut4m2vXr0a4eHhGDVq\nFB4/fowOHTpg3bp1pX4ClKiq+afmLJkeL0EnIiIiIiIiMgE+hI2IiIiIiIjIBDgBJyIiIiIiIjIB\nTsCJiIiIiIiITIATcCIiIiIiIiIT4ASciIiIiIiIyAQ4ASciIiIiIiIyAU7AiYiIiIiIiEyAE3Ai\nIiIiIiIiE+AEnIiIiIiIiMgE/h/FrRSv530vJQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d57dc748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris)\n",
    "g.map_diag(plt.hist)\n",
    "g.map_offdiag(plt.scatter);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dLWi3GI2S/eXaicjztJatIPd6dHAU6q3irTZBRqtk/8b5rHEuyZn3Fxhy8xwa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D+NWvfoV3330Xubm5AIAdO3YgKytLdfAEAHJzc33HB/PPkoklSsukcjlUimXx2Fe7w75Msag/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d5830978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, hue=\"species\")\n",
    "g.map_diag(plt.hist)\n",
    "g.map_offdiag(plt.scatter)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+mxVjcIcutDiIk2rVPOOgoCCbrU1N3M/+eUpImyTixgFbhqb/P7IPRv/PCqFC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BK9iCqmdryFhoZi2bJlePjwIfLy8hAUFITg4GBcuXIFubm5CAgIUJq4JX9cWVpaqtweHVfqo3vG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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d81e4d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, vars=[\"sepal_length\", \"sepal_width\"], hue=\"species\")\n",
    "g.map(plt.scatter);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qKnSZePGe5XivsQMHmk3gBQEsw2BDRS7uXVgUXt2Ill1HzLJ4oHYOzP4Afnq8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\n3H0VAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139d57f56a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(tips, hue=\"size\", palette=\"GnBu_d\")\n",
    "g.map(plt.scatter, s=50, edgecolor=\"white\")\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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